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CURRICULUM VITAE

PERSONAL INFORMATION

Name: Roselina binti Salleh @ Sallehuddin Address: Computer Science Department, Faculty of Computing,

University Teknologi Malaysia, 81300 Skudai, Johor, Malaysia

Tel: 07-5532082 Email: roselina@utm.my

Homepage http://www.staff.utm.my/portalv3/portal/roselina/ http://comp.utm.my/roselina/

EDUCATION

May 1988 Diploma Computer Science (Second Class) Universiti Teknologi Malaysia

May 1990 Bachelor of Computer Science (Second Class Upper) Universiti Teknologi Malaysia

August 1999 Master of Science (Computer Science) Universiti Teknologi Malaysia Thesis Title: Penggunaan Rangkaian Neural dalam Peramalan Data Siri Masa Bermusim (The use of Neural Network in Forecasting Seasonal data series)

July 2010 PhD (Computer Science) Universiti Technologi Malaysia Thesis Title: Hybridization of Nonlinear and Linear Models for Time Series Forecasting

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WORKING EXPERIENCE

May 2013 till present Associate Professor, Faculty of Computing, UTM Jan 2010 – April 2013 Senior Lecturer,Faculty of Computer Science and Information

System, UTM August 1999 – Dec 2009 Lecturer, Faculty of Computer Science and Information

System, UTM Nov 1991- August 1999 Assistant Lecturer, Faculty of Computer Science and

Information System, UTM Sept 1990 - Nov, 1991 Tutor, Centre of Sains, Mathematics and Computer Science,

Universiti Sains Malaysia, P.Pinang. June- Sept, 1990 System Analyst, Public Service Department of Malaysia

TEACHING

EXPERIENCE

• Artificial Intelligence • Programming Technique • Computational Intelligence • Introduction to Basic Programming • Basic, Pascal, Fortran, C Programming, SAS • Data structures • Computer Organizations and Assembly Language • System Software • Digital Logic • Statistic and Probability • Numerical Methods, Numerical Computational Data • Operation Research Techniques • Data analysis • Quantitative Methods • Statistic and Probability • Discrete Structures • Computational Maths • Research Methodology

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OUTSTANDING ACHIEVEMENT

1. Certificate of O u t S t a n d i n g Contribution in Reviewing – Applied Soft omputing Journal- Oct 2017, The Editors of APPLIED SOFT COMPUTING JOURNAL Elsevier, Amsterdam, The Netherlands

2. Certificate of O u t S t a n d i n g Contribution in Reviewing - Knowledge Based System- Oct 2016, The Editors of KNOWLEDGE-BASED SYSTEMS, Elsevier, Amsterdam, The Netherlands

3. Awards of Excellent (Teaching)- course SCSI 1113-02 Mateamatik Komputan (Computatinal maths)- recognition for Active Blended learning Course 20152016-2

4. Anugerah Perkhidmatan Cemerlang Peringkat Fakulti Komputeran, 2016 5. Anugerah Kepujian Perkhidmatan Peringkat Fakulti 2014 &2015 6. Silver Medal in International Intellectual Exposition (IIEX 2017)- Hybrid grey

Relational analysis-support Vector Machine (GR-SVM) in predicting Machining Surface Roughness, April2017, Kuala Lumpur.

7. Gold Award in Eureka Innovation Exhibition , EIE 2016 (international level)-Integrated Fuzzy Topsis For Machining Process System, ÏFT_MACH”. 16-18th Aug 2016, UNIKL MSI

8. Pro Chancellor Award- Academic Excellence (UTM 45th Convocation, 25th Sept 2010) 9. Excellent Postgraduate Student Award 2010,SPS,UT 24th Sept 2010 10. Anugerah Citra Karisma (Kategori Makalah “ Impact Journal”), UTM, 15th July 2010 11. Silver Medal in International IENA 2005, Numberg, 5 November 2005, Ashum

Forecaster- Rough Predictor for stock markert returns. Team: Siti Mariyam Shamsuddin, Roselina Sallehuddin, Siti Zaiton Mohd Hashim, Razana Alwee

12. Gold Medal for ITEX Malaysia 2005, As-Hum Forecaster-Rough Set Predictor For Stock Market Returns”, Ministry of Science Technology and Innovation. Team: Siti Mariyam Shamsuddin, Roselina Sallehuddin,

13. SILVER MEDAL : Industrial and Technology Exhibition (INATEX )2004, UTM. Team: Siti Mariyam Shamsuddin, Roselina Sallehuddin, Razana Alwee

14. Anugerah Kepujian Perkhidmatan Universiti 2001 15. Anugerah Kepujian Perkhidmatan Fakulti, 2002

RESEARCH INTERESTS

Soft Computing Techniques & Algorithms, Inteligent Data Analysis and Classification, Modeling and Forecasting

RESEARCH EXPERIENCE

Experience in Research : 17 years

Project Leader

1. An Enhanced Deep Learning Architecture For Functional Non Coding Variant Prediction, ,

GUP- tier 1,Vot Num 16H57, RM40,000, Julai 2017-June 2019 2. A New Feature Selection Method Based on Iterative MapReduce for High Dimensional

class imbalance Big Datasets, FRGS vot num 4F738, RM100,000, 2 nov 2015-1 Nov 2018 3. Exploration of Stock forecasting Model on grey Relational Network Based on Rough Set,

ERGS, vot num:R.J130000.7828.4L107, MOHE, RM 60,480, Leader, 1 June 2013-31 May 2015,

4. Intelligent Detection For SIM Box Bypass Fraud Detection, GUP, Tier 2( Q.J130000.2628.08J02) ,RM 38.000, Leader , 31 Dec 2012 – 31 Dec 2013

5. A New Hybridization of Multiple Attribute Forecasting Model for Incomplete Time Series

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Data, FRGS, MOHE, vot num: 4f086, RM 103,000, Leader, July 2011- June 2013 6. Ranking Critical factor with cooperative feature selection for time series, RMC –UTM, vot

num: 77316, RM 10,000 , Leader , 15 Dec 2009-14 June 2011 7. Classification and Clustering of Deseasonalised Time Series Data using soft computing

techniques, UPP, vot num:71760, RM16,500, Leader, 2001-2002

Member of Project 1. Deep Fuzzy weights Learning and Optimization in Analytical Hierachy Process, FRGS,

4F825, 1/8/2016-31/7/2018, RM77,00, Leader: Dr. Razana Alwee 2. Enhanced Fish Algorithm For Map Object Simplication, TIER 1,14H13,RM 50,000, 1 July

2016- 30 June 2017, Leader: Dr Azlan Mohd Zain 3. Multivariate pattern Analysis for Forensic Identification and Verification, LRGS, 4L805, RM

367,712, 8/8/2011-30/4/2015, Prof Dr Siti Mariyam Shamsuddin 4. Improvement Of Hybrid Harmony Search Artificial Bee Colony In Optimization of

Machining Performances in Die Sinking Electric Discharge Machining, TIER 1,14H14,RM 50,000, 1 July 2016- 30 June 2017, Leader: Dr Suhaila Mohd Yusof

5. An Equivalent Generating Algorithm to Model Fuzzy Petri Net For Knowledge Representation, FRGS,4F721, 15/11/2015-14/11/2017, Leader: Dr Axlan Mohd Zain

6. Framework for System Dynamics Integration with Big Data in Public Policy Making, TIER1, 11H13, RM50,000, 15/11/2015-14/11/2017, Leader: DR Erne Nadzira Mohd Bazin

7. Simplication of Map Object Using Hybrid Douglas Peuker Flower Pollination Algorithm For Optimization Cartographic Generalization, TIER 1, 11H72, RM 50,000, 15/11/2015=14/11/2017, Leader: Dr Azlan Mohd Zain

8. A New Ontolgy Enrichment Algorithm for Hierachical Classification of Biomedical Literature, , FRGS 4F559, RM 55,000, 1 July 2014- 30 Sept 2016, Leader:Rozilawati bte Dollah@ Mat Zin

9. Image Super-Resolution Using Iterative Back Projection and Hybridized Biogeoraphy Based Optimization Algorithm, ,TIER 1 08H23, 1/4/2014-31/12/2016, RM 40,000, Leader Dr Siti Sophiayanti bintiYuhaniz

10. Predictive Modeling in Pricing the Motor Insurance Claims, TIER 2 01438,RM,32,00, 1/12/2012-31/12/2013, Leader: Zuariahati Mohd Yunos

11. A New Integrated Fuzzy-TOPSIS To Improve Machining Surface Roughness, ERGS, MOHE, R.J130000.7828.4L087, RM65,399,Member, 1 June 2013-31 May 2015, Leader: Dr Azlan Mohd Zain

12. Learning Assisted Based-Heuristic For Soft-Constrained Multi-Objective Metric Planning, FRGS, MOHE, R.J130000.7828.4F192, RM 30,000, Member, 1 June 2013-31 May 2015, Leader: Dr Nor Haizan Mohd Radzi

13. Global Moment Based Frature for Biometric Identification, ERGS 4L072,RM 70,000, 14/6/2012- 14/12/2014, Leader : Dr Siti Sophiyati Yuhaniz

14. Organizing unstructured data using Cube Kohonen network model with enhanced NURBS surface Interpolation Approach, , FRGS 4F537, 1 /7/2014- 30 /6/2014, RM100,000, Leader- Dr Haswadi Hassan

15. Academics Publication and Citation Predictive Model for Strategic Key Performance Indicators Delivery Process, 05H84 GUP Tier 1, RM30,000, 2014-2016, Leader: Dr Roliana Ibrahim

16. Image Super Resolution Using Iterative Back Projection and Hybridized Biogeography-based optimization algorithm, 02391 GUP Tier 1, RM30,000, 2014-2016

17. Analysis on the effect of Discount Policies on Retail Sales Performance, GUP, Tier 2,07J90, RM32,000, 1/12/12- 31/3/14, Dr Nor Erne Nazira Mohd Bazin

18. Multi-objective Evolutionary Algorithms for Three Term BP network Learning, GUP ,Tier 2, UTM, Q.J130000.2628.09J07, RM 30,000, Member, 31 Dec 2012 – 31 Dec 2013, Leader :

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Dr Nor Bahiah Ahmad 19. A multiobjective fuzzy inference system for flood monitoring system, GUP ,Tier 2, UTM

Q.J130000.2628.08J08, RM 30,000, Member, 31 Dec 2012 – 31 Dec 2013, Dr Siti Sophiayati bte Yuhaniz

20. Predictive Modeling In Pricing The Motor Insurance Claims, GUP ,Tier 2, UTM, Simulation optimisation for the stochastic supply chains using metaheuristic method, GUP ,Tier 2, UTM, Q.J130000.2628.08J04, RM 32,000, Member, 31 Dec 2012 – 31 Dec 2013, Dr Zuariahati Mohd Yunos

21. NSGA-II for Machining Process Parameters Optimization, RM120,000. May 2012, GUP UTM grant (TIER 1), Member. June 2012-June 2014, Leader Dr Azalan Mohd Zain

22. Global Moment - Based Features For Biometric Verification,ERGS, RM70,000, Member, 15/6/2012-15/6/2014, Leader: Dr Siti Sophoayati Yuhaniz

23. Comparison Analysis Of Outcome Prediction Model For Trauma Patients,Member, Potential Academic Staff, RM20,000, 1/12/2012-30/11/2013, DR Nor Azizah Ali

24. Enhanced Non Dominated Sorting Genetic Algorithm For Optimization Of Machining Process Parameters, RM120,000, Member, Tier 1,2012-2013, DR Azlan mohd Zain

25. A Modified Multi-Objective Genetic Algorithm for estimating optimal solutions of machining parameters, UTM (GUP-tier 2), vot num:01134, RM 40,000, Member, 1/04/2011- 31/03/2012, Dr Azlan Mohhd Zain

26. A Simulation Model for The Stochastic Multi-Retailer Inventory Routing Problem, UTM (GUP-T2), vot num: 7328, RM40,000 . Member 01/04/2011-31/03/2012, Dr Noorfa Hazlinna MUstaffa

27. Simulation Optimization for the Stochastic Supply Chain Using Metaheuristic Method,GUP Tier2 (07J91), 1/12/12-1/12/2013, RM32,000, Leader : Dr Noorfa Hazlinna Mustafa

28. Development of a Hybrid genetic Algorithm for Optimal preventive Maintenance Schedulling, GUP Tier2 (08J04), 1/12/12-1/12/2013, RM32,000

29. Learning Assisted Based Heuristic For Soft Constrained Multi objective Metric Planning , 4F192,FRGS, 1/4/2013-31/3/2015. RM 69,000

30. Three Term Neural Network Weight Adaptation for Global Optimum Solution,FRSG, vot num: 78243, RM86,000, Member, Sept, 2007-August, 2009, Leader : Razana Alwee.

31. Development of Intelligent System For Predicting Stock Market Price Returns, MOSTE 74083, RM 87,000, Member, 2002-2005, DR Siti Mariyam Shamsuddin

32. Developing Real Time Flood Forecasting, IRPA,Vot number-74018, RM84,000. Member, 2002-2004, P.M Dr Salihin Ngadiman

33. Development of Compound Clustering Techniques using Hybrid Soft computing Algorithm IRPA, vot num:74252, RM138,000, Member, 20/4/2000-30/10/02, Prof Dr Naomie Salim

34. SMAT/EIS (University Information System), IRPA, Member,1994-1996, Dr Zailani Mohd Sidek

35. A Study on the performance of backpropagation and individual forecast technique in developing Real Time Flood forecasting model for Johor Catchment Area, Short Term, UPP71834, RM16,000, Member, 2002-2003. Dr Nurulhuda Firdaus Bte Mohd Azmi

36. Development of an interative teaching-learning technique of mathematic based on EIF technique for the Primary School, Science Fund,(74141), 31/12/1998-30/12/2000, RM130,500 ( leader P.m Dr abdul Rahman Ahmad)

37. Development of intelligent System for predicting stock price movement, Science Fund, (74083) 30/6/1998-31/12/2001, RM183,010 ( Prof Siti mariyam Hj Shamsuddin)

38. Pembangunan Cengkerang Pakar Untuk Menbangunkan Sistem Berpengetahuan, Short Term UTM,(61617) RM32,000 ( Pn Rohaya Amal Abd Razak) , 30/6/1990 – 30/7/1993

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INTELECTUAL PROPERTY PATERN (IP) Paten Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, Method and System of Sequence Hybridization of Nonlinear and Linear Time Series Data. P12009 1133.

Copyright 1. Azlan Bin Mohd Zain, Roselina Sallehuddin, Ashanira Binti Mat DerisHybrid Grey

Relational Analysis-Support Vector Machine GR-SVM in Predicting Machining Surface Roughness, IP/CR/2016/1899

2. Yusliza Binti Yusoff, Azlan Mohd Zain, Roselina Sallehuddin , Safian Sharif,OrthoANN, IP/CR/2016/1732

3. An Improved SVM Classifier with Fuzzy Cluster and Ranking Forward Selection for Parkinson Diseases Classification., Roselina Sallehuddin, Tay Tze Liong, Nor haizan Mohd Radzi, Noorfa Hazlinna Mustaffa, IP/CR/2017/0563

4. Hybrid CFS-PSOBP forecasting model for multivariate time series, Roselina Sallehuddin, Siti Mariyam Hj Shamsuddin, Siti Zaiton Mohd Hashin, Yusliza Mohd yusof, IP/CR/2017/0636

CONSULTATION

1. As-Hum Forecaster-rough Set Predictor for stock market returns , KEBANGSAAN RM39000.00

2. Optimized NURBS Surface Reconstruction For Unstructured 3D data Points for Virtual Manufacturin, Research Project collaboration with SCRG, K-economy Research alliance, UTM, and OYL Research Development Centre Sdn BhdRM160000.00

3. Ensaiklopedia Sains dan Teknologi dengan Dewan Bahasa Pustaka 4. Penganalisaan data peperiksaan menggunakan SAS denganKementerian Pelajaran

Malaysia,RM50000.00 5. MOU BC Synergy Berhad and Universiti Teknologi Malaysia, April 2012

EDITORIAL BOARD/ REVIEWER BOARD

1. Chief Editor for International Journal Of Innovative Computing, Faculty of Computing,UTM 2. Editorial Board For Computer science and Biology: An Open Acess

(https://gavinpublishers.com/) 3. Editorial Board For American Journal Of Intelligence System (AJIS), Scientific & Academic

Publishing (18264). 4. Editorial Board For International Journal of finance and Accounting (IJFA), Scientific &

Academic Publishing (18264). 5. Editorial Board For Advance in Computing (AC), Scientific & Academic Publishing (18264). 6. Editorial Board for Journal of Modern Computer Networks,(JMCN) 7. Editorial Board International Journal of Advances in Computer Science and Information

Technology, World Academy of Science and Technology (WAST) Journal 8. Editorial Board for International Journal of Advances in Computer Science and Information

Technology (IJACSIT-01) 9. Editorail Board For WAST ( World Academy and Technology-WAST-EBM-017) 10. Reviewer For Malaysian Journal Of Computing (MJoC): (http://mjoc.uitm.edu.my) 11. Review Board for IJRET-International Journal of Research in Engineering and Technology

(20130307.) 12. Editor for Computers and Innovations: An International Journal of Computer Engineering

(CIIJCE). 13. Executive Editor for International Journal of Computational Intelligence Techniques(p-

ISSN:0976-0466, e-ISSN:0976-0474)

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14. Editorial Board Member: Bioinfo Publications Journals (ISSN : 0976-0466 (Print) E-ISSN : 0976-0474 (Online))

15. Editor for International Journal of Innovative Computing, Nov 2010- 2012 16. Editor for Book Chapter, Soft Computing Application in Industry, UTM Press, 2011 17. Reviewer Board For Symbiosis Grouup: Journal of Computer Science Aplications and

Information Technology (http://www.symbiosisonlinepublishing.com/computer-science- technology/reviewerboard.php)

18. Reviewer members of the Computer Science and Engineering, Scientific & Academic Publishing (http://www.sapub.org/), USA

19. Reviewer members of the International Journal of Finance and Accounting, Scientific & Academic Publishing (http://www.sapub.org/), USA

20. Reviewer members of the American Journal of Intelligent Systems, Scientific & Academic Publishing (http://www.sapub.org/), USA

21. Reviewer members of the Advances in Computing. Scientific & Academic Publishing (http://www.sapub.org/), USA

INTERNATIONAL SCIENTIFIC COMMITEE:

1. Programming Committee Member of 4th International Conference on Artificial Intelligence and

Soft Computing (AIS 2018) 2. Technical committee for The 14th International Conference on Intelligent Software

Methodologies,Toolsand Techniques Monumental Complex of St. Chiara, Naples, Italy, SOMET 2015, 1517 Sept 2015

3. Technical Comitee for the 8th Malaysian software engineering conference( Mysec 2014) , 23- 24Sept 2014

4. Technical Committee for IGCESH 2013 (4th International Graduate Conference on Engineering, Science and Humanities)

5. Editor for Computing Research Methodology Handbook, 2010 6. Technical Program committee for Second International Workshop on Natural Language

Processing (NLP'13). 7. Technical Committee for Second International Conference on Advances in Computing,

Communications and Informatics (ICACCI-2013), August 22-25, 2013, Mysore. 8. Technical program committee for Second International Workshop on Advances in Data

Management (ADM'13), August 22-25, 2013, Mysore 9. Invited Speaker for Workshop on Predictive Analytic Tool for Innovative Digital Economy

Environment, 28-30 Sept 2012, The Royale Bintang, Seremban 10. Technical Committee for International Conference on Computer and Information Sciences

(ICCIS2012) 11. Technical Committee for MySEC 2012 12. Technical Committee for SMC_cybernatic 2012 13. Technical Committee for ASCID 2012 14. Chairs for Innovative Soft Computing & Intelligent Systems Towards Safer and Greener

Earth (ISCIS 2012) 15. Technical Committee for Data Mining Optimization 2011 (DMO11) 16. Technical Committee for Data Mining Optimization 2012 (DMO12) 17. International Conference on applications of neural networks in economics, finance,

management and environment, June, 2011, Tunisia 18. 2012 International Conference on Computer and Information Sciences (ICCIS2012) 19. 2nd International Conference on Electronic & Mechanical Engineering and Information

Technology (EMEIT 2012) 20. ICRIIS2011- International Conference on Research and Innovation in Information Systems

(ICRIIS), 2011. 21. International Conference on Database Theory and Application, 2011 (DTA 2011), December 8

~ 10, 2011 in Jeju Grand Hotel, Jeju Island, Korea

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PROFESIONAL SOCIETIES

1. IEEE Communications Society Membership, 2014-2018 2. Members’s of MINDS 3. Member’s of IEEE Green ICT Community, 2013-2014 4. Member’s of IEEE Cloud Computing Community, 2013-2014 5. Member’s of IEEE Membership, 2012-2013, 2013-2014 6. Member’s of IEEE Computational Intelligence Society Membership ,2012-2013, 2013-2014 7. Member’s of PERSAMA (Persatuan Sains Matematik) since 2003 8. Member’s of SCRG( Soft Computing Research Group) since 2002 9. Member’s of The International Association of Science and Technology for Development

(IASTED) - 2011 till Sept 2014 10. Member’s of Persatuan Akademik UTM 11. Member’s of Badan Kebajikan Staf UTM (BAKES) 12. Member’s of WANGI

AWARDS / LETTER OF APPRECIATIONS

1. Certificate of Reviewing Recognition for Applied Soft Computing Journal- May 2017. The

Editors of APPLIED SOFT COMPUTING JOURNALElsevier, Amsterdam, The Netherlands 2. Certificate of Elsevier Reviewer Recognition for Reviewing Knowledge Based System-

August 2016. The Editors of KNOWLEDGE-BASED SYSTEMS, Elsevier, Amsterdam, The Netherlands

3. Gold award in Eureka Innovation Exhibition , EIE 2016 ( international level)-Integrated Fuzzy Topsis For Machining Process System, ÏFT_MACH”, 16-18th Aug 2016, UNIKL MSI

4. Certificate of Participant in 18th Industrial Art and Technology Exhibition, INATEX 2016, DSI,UTM,4th – 6th Oct2016, “Optimum Machining parameter analyzer systems (OMAPS)

5. Certification of Appreciation as Reviewer for 2nd International Conference on Soft Computing in Data Science 2016, SCDS 2016- organized by Springer

6. Certificate of Elsevier Reviewer Recognition for Reviewing Knowledge Based System- August 2016. The Editors of KNOWLEDGE-BASED SYSTEMS, Elsevier, Amsterdam, The Netherlands

7. Letter of Apreciation for PENGHARGAANSEBAGAI PANEL PENILAI PROPOSAL SKIM GERAN PENYELIDIKAN KEMENTERIAN PENDIDIKAN TINGGI 2016

8. Certificate of Appreciation as participant for “Hands on Workshop Big Data Management: Theory and Practice (BDM2016), UTM, 25th August 2016

9. Marquis Who's Who publications, Who's Who in theWorld. 10. Certification of Appreciation for Teaching Research Methodology(UCP 0010) For sem 2-

2012/13 11. Anugerah Jasa Bakti UTM – 20 Nov 2012 12. Certification of Appreciation as Invited Speaker on Workshop on predictive Analytic tool for

Innovative Digital Economic Environment, 28-30 Sept 2012 13. Certification of Appreciation as Reviewer for Jurnal Teknologi UTM (July, 2012). 14. Certificate of Appreciation as facilitator for Research and Journal writing workshop (SCRG),

28th Oct – 29th Oct, 2010 15. Certificate of Appreciation Graphite 2006 16. Certificate of Appreciation for Contribution in “Ensaiklopedia Sains dan Teknologi” 17. Penghargaan Khas Untuk Calon Anugerah Kertas Kerja dalam Jurnal Kebangsaan, Hari

Penerbitan Universiti Teknologi Malaysia, 23hb Ogos 2002. 18. Penghargaan sebagai AJK COGRAMM ‘02 19. Penghargaan AJK Percetakan & Kemudahan Seminar Kebangsaan Etika Profesional 20. Penghargaan Bagi Petugas Pameran Hasil Penyelidikan Di Universiti Malaya 93 21. Penghargaan sebagai AJK Seminar Islam dan Komputer, Ogos,1994

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22. Penghargaan AJK bagi Seminar on EDP Audit & Controls and ACL Workshop, Apr,25- 27,92

23. Penghargaan sebagai Penyelia Latihan Praktik –1999-2000 24. Penghargaan Sumbangan artikel ke Jurnal Teknologi Maklumat, 1998 25. Penghargaan Sumbangan artikel ke Jurnal Teknologi Maklumat, 1999 26. Penghargaan Sumbangan jurnal ke Makalah Sains Malaysiana,2001

PUBLICATIONS

BOOK CHAPTERS

1. Roselina Sallehuddin & Siti Mariyam Hj Shamsuddin, Soft Computing Application in Industry, UTM Press, 2012, ISBN 978-983-52-0898-0 (published Jan 2013)

2. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, The Comparative Forecast Performance of Univariate and Multivariate Model: An Application to Time Series Forecasting, Recent Operations Research Modeling and Applications, 2009. UTM

3. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, Using Grey Relational Analysis to Predict Malaysia Total Export Earnings for Natural Rubber Based Products with Small Data Set. Soft Computing in Industrial Applications, 2009.UTM

BOOKS

1. Ab Rahman Ahmad, Razana Alwee, Roselina Sallehuddin, Kaedah Berangka Permulaan,Mc Graw Hill, ACE Publisher, ISBN 983-2606-03-9,2002(1st Edition)

2. Ab Rahman Ahmad, Razana Alwee , Roselina Sallehuddin, Kaedah Berangka Permulaan, Mc Graw Hill, ACE Publisher, ISBN 983-2606-03-9,2003(2nd Edition)

TEACHING MODULE 1. Discrete structure , faculty of computing 2012, 2014 2. Computational Mathematics , facukty of computing 2011,2012,2013,2014

BOOK TRANSLATION

1. 8086/8088/80286 Assembly Language, Lee Scanlon, Prentice Hall Habsah Abdullah & Roselina Sallehuddin, ISBN :983-52-0158-7, UTM

JOURNAL

International Journal

1. Alwee, R., Shamsuddin, S.M., Sallehuddin, R. Swarm Optimized Grey SVR and ARIMA for Modeling of Larceny-Theft Rate with Economic Indicators, International Journal of Computational Intelligence and ApplicationsVolume 16, Issue 2, 1 June 2017, art. no. 1750008, .

2. Deris, A.M., Zain, A.M., Sallehuddin, R. A note of hybrid GR-SVM for prediction of surface roughness in abrasive water jet machining: a response, Volume 52, Issue 8, 1 June 2017, Pages 1993-1994

3. Deris, A.M., Zain, A.M., Sallehuddin, R., Sharif, S., Yusuf, S. Grey Relational Analysis (GRA) of electrode wear rate in die sinking electric discharge machining, Journal of Engineering and Applied Sciences, Open Access Volume 12, Issue 7, 2017, Pages 1795- 1799

4. Oyekale Abel AladeAli Selamat, Roselina Sallehuddin A Review of Advances in

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Extreme Learning Machine Techniques and Its Applications, ecture Notes on Data Engineering and Communications Technologies book series (LNDECT, volume 5)

5. Yusoff, Y., Mohd Zain, A., Sharif, S., Sallehuddin, R., Ngadiman, M.S. Potential ANN prediction model for multiperformances WEDM on Inconel 718, Neural Computing and Applications,2016,pp 1-16

6. Syahid Anuar, Roselina Sallehuddin,Ali Selamat, Implementation of Artificial Neural Network on Graphics Processing Unit for classification problems, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics),Nov 2016, 9876 pp 303 -310, Springer-Verlag

7. Syahid Anuar, Ali Selamat, Roselina Sallehuddin, A modified scout bee for artificial bee colony algorithm and its performance on optimization problemsOriginal Research Article Journal of King Saud University - Computer and Information Sciences, In Press, Corrected Proof, Available online 23 April 2016, http://dx.doi.org/10.1016/j.jksuci.2016.03.001, 1319-1578

8. Roselina Sallehuddin,Sh Hafizah Sy Ahmad Ubaidillah, Azlan Mohd Zain, Razana Alwee, Nor Haizan Mohamed Radzi,An Improvement in Support Vector Machine Classification Model using Grey Relational Analysis for Cancer Diagnosis, Jurnal Teknologi( Science and Engineering), 78:8-2(2016) pp 107-119.

9. Chatchada kaewpruksapimon, Roselina Sallehuddin,Radziah Mohamad, A New Framework for Matching Semantic Web Service Descriptions based On OWL-S Services, Int. J. Advance Soft Compu. Appl, Vol. 8, No. 2, July 2016, ISSN 2074-8523

10. Zuriahati Mohd Yunos, Aida Ali, Siti Mariyam Shamsyuddin,Noriszura Ismail, Roselina Sallehuddin, Predictive Modelling for Motor Insurance Claims Using Artificial Neural Networks,IWBDA2016

11. Othman SN,Mustaffa NH , Radzi NHM ,Sallehuddin,R, Bazin NEN, A Modelling of Genetic Algorithm for Inventory Routing Problem Simulation Optimisation, International Journal of Supply Chain Management, Vol. 2, No. 1, March 2013, IJSCM, ISSN: 2050- 7399 (Online), 2051-3771 (Print), Copyright © ExcelingTech Pub, UK, 1-9

12. Ashanira Mat Deris, Azlan Mohd Zain , Roselina Sallehuddin , and Safian Sharif Experimental study of surface roughness in Electric Discharge Machining (EDM) based on GreyRelational Analysis, MATEC Web of Conferences, Volume 78, 7 October 2016, Article number 01015, 2nd International Conference on Green Design and Manufacture, IConGDM 2016; Phuket; Thailand; 1 May 2016 through 2 May 2016

13. Yusliza Yusoff, Azlan Mohd Zain, Safian Sharif, Roselina Sallehuddin, Multi Objective Machining Estimation Model Using Orthogonal And Neural Network, Jurnal Teknologi( Science and Engineering), 78:12–2 (2016) 11–18

14. Zuriahati Mohd Yunos, Aida Ali, Siti Mariyam Shamsyuddin,Razana Alwee, Noriszura Ismail, Roselina Sallehuddin, Comparative Performance For Predictive Modelling In Motor Insurance Claims Jurnal Teknologi( Science and Engineering), 78:12–2 (2016) 11–18

15. Ashanira Mat Deris, Azlan Mohd Zain , Roselina Sallehuddin , and Safian Sharif, "Overview of Harmony Search (HS) Algorithm for Green Manufacturing Industries", Applied Mechanics and Materials, Vol. 815, pp. 413-416, 2015

16. Modelling Static Fire Hazard in a Semi-Arid region Using frequency Analysis, International Journal of Windland Fire 24(6),Sept 2015,ISSN 10498001,CSIRO, Australia,763-777, IF 2.429, 763-777 http://dx.doi.org/10.1071/WF13113

17. Roselina Sallehuddin, Subariah Ibrahim, Azlan Mohd Zain, Abdikarim Hussein Elmi, Detecting SIM Box Fraud by Using Support Vector Machine and Artificial Neural Network,Jurnal teknologi, 74:1 (2015) 145–157, eISSN 2180–3722

18. Razana Alwee, Siti Mariyam Shamsuddin, Roselina Sallehuddin, MODELING OF VIOLENT CRIME RATES WITH ECONOMIC INDICATORS USING HYBRIDIZATION OF GREY RELATIONAL ANALYSIS AND SUPPORT VECTOR REGRESSION. Jurnal teknologi, 74:2 (2015) 145–157, eISSN 2180–3722

19. Syahid Anuar, Ali Selamat, Roselina Sallehuddin , Hybrid Artificial Neural Network with Artificial Bee Colony Algorithm for Crime Classification, Advances in Intelligent Systems

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and Computing Volume 331 2015 Computational Intelligence in Information Systems Proceedings of the Fourth INNS Symposia Series on Computational Intelligence in Information Systems (INNS-CIIS 2014) ISBN: 978-3-319-13152-8 (Print) 978-3-319-13153-5 (Online), Springer International Publishing AG,pp31-40, 2015

20. Syahid Anuar, Ali Selamat, Roselina Sallehuddin, Hybrid Particle Swarm Optimization Feature Selection for Crime Classification, New Trends in Intelligent Information and Database Systems, Studies in Computational Intelligence Vol 598, 2015, pp 101-110, 2015

21. Mohd Syahid Anuar, Ali Selamat, Roselina Sallehuddin, Particle Swarm Optimization Feature Selection for Violent Crime Classification,Studies in Computational Intelligence Volume 551 2014,Advanced Approaches to Intelligent Information and Database Systems, ISBN: 978-3-319-05502-2 (Print) 978-3-319-05503-9 (Online) , Springer International Publishing AG,pp 97-105, 2014

22. Roselina Sallehuddin, Abdikarim Hussein Elmi, Subariah Ibrahim,Azlan Mohd Zain, Classification Of Sim Box Fraud Detection Using Support Vector Machine And Artificial Neural Network, INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING (IJIC), Vol4(2),2014, pp19-27

23. Sharifah Hafizah Sy Ahmad Ubaidillah, Roselina Sallehuddin,Nor Azizah ali, Cancer Detection Using Artificial Neural Network and Support Vector Machine: A Comparative Study, 1. Jurnal Teknologi (Sciences & Engineering) 65:1 (2013), 73–81, Nov 2013

24. Sharifah Hafizah Sy Ahmad Ubaidillah, Roselina Sallehuddin, Noorfa Haszlinna Mustaffa, Classification of Liver Cancer Using Artificial Neural Network and Support Vector Machine, ACEEE, 2013

25. Sharifah Hafizah Sy Ahmad Ubaidillah, Roselina Sallehuddin, Noorfa Haszlinna Mustaffa, Classification of Liver Cancer Using Artificial Neural Network and Support Vector Machine, Proc.of Int. Conf on Advances in Communication, Network and Computing, CNC, Elsevier, 2014, 487-493

26. Razana Alwee, Siti Mariyam Hj Shamsuddin, Roselina Sallehuddin,Grey Relational Analysis and Support Vector Regression for Crime Rates Forecasting with Economic Indicators, International Journal of Economics and Statistics, 2015-096, Nov 2013.

27. Razana Alwee, Siti Mariyam Hj Shamsuddin, Roselina Sallehuddin, Hybrid Support Vector Regression and Autoregressive Integrated Moving Average Models Improved by Particle Swarm Optimiution for Property Crime Rates Forecasting with Economic Indicators, The Scientific World Journal, Vol 2013(2013) , http:1/cb:.dol.org/10.1155/2013/951475, ISI indexs (IF:1.730)

28. Ashanira Mat Deris, Azlan Mohd Zain, Roselina Sallehuddin, Hybrid GR-SVM for prediction of surface roughness in abrasive water jet machining, Meccanica (MECC), Meccanica, DOI 10.1007/s11012-013-9710-2, Impact factor :1.6,

29. Lim Fong Tee, Mohd Saberi Mohamad, Safaai Deris, Ahmad ‘Athif Mohd Faudzi, Muhammad Shafie Abd Latiff, Roselina Sallehuddin, Validation of Hierarchical Gene Clusters Using Repeated Measurements, Jurnal Teknologi(science and Engineering), UTM, Vol 61, No 1, March 2013, 7-12

30. Abdikarim Hussein Elmi, Subariah Ibrahim, Roselina Sallehuddin,Detecting SIM Box Fraud Using Neural Network, Kuinam J. Kim and Kyung-Yong Chung .Lecture Notes in Electrical Engineering IT Convergence and Security 2012201310.1007/978-94-007-5860- 5_69© Springer Science+Business Media Dordrecht 2013

31. Mohamad, M.A., Ali, N.A., Sallehuddin, R., Haron, H. Prediction of hardness in TIA1N coating process using support vector machine, Source of the Document Proceedings of the 3rd IASTED Asian Conf. on Modelling, Identification, & Control, AsiaMIC 2013,pp272-277

32. Alwee, R., Shamsuddin, S.M.H., Salleh Sallehuddin, R. Economic indicators selection for crime rates forecasting using cooperative feature selection, 20th National Symposium on Mathematical Sciences - Research in Mathematical Sciences: A Catalyst for Creativity and Innovation, SKSM 2012; Putrajaya; Malaysia; 18 December 2012 through 20 December 2012, AIP Conference Proceedings Volume 1522, 2013, Pages 1221-1231

12

33. Mohd Yunos, Z., Shamsuddin, S.M., Ismail, N., Sallehuddin, R.Modeling the Malaysian motor insurance claim using artificial neural network and adaptive NeuroFuzzy inference system , AIP Conference Proceedings , Volume 1522, 2013,pp1431-1437

34. Sy Ahmad Ubaidillah, S.H., Sallehuddin, R. Forecasting Zakat collection using artificial neural network AIP Conference Proceedings , Volume 1522, 2013,pp1431-1437

35. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Noorfa Hazlinna Mustaffa, Cooperative Feature Selection for Improving Multivariate Time Series Forecasting Performance, in : Huang et al., 2012, Emerging Intelligent Computing Technology and Applications, Communications in Computer and Information Science (CCIS), Springer, 2012, ISBN978-3-642-31836-8, 373-381

36. D. F. Sameon, S. M. Shamsuddin & R. Sallehuddin, Compact Classification Of Optimized Boolean Reasoning With Particle Swarm Optimization, Journal of Inteligent Data Analysis, IOI Press, DOI 10.3233/IDA-2012-00559, Impact factor: 0.446, Vol 16(6) , 2012, 915-931

37. Said Jadid Abdulkadir, Siti Mariyam Shamsuddin and Roselina Sallehuddin, Three Term Back Propagation Network for Moisture Prediction, International Journal of Environmental Science and Development (IJESD), ISSN: 2010-0264

38. Othman, S.N., Mustaffa, N.H., Sallehuddin, R. Supply chain spreadsheet simulation optimization Proceedings of International Conference on Computational Intelligence, Modelling and Simulation 2012

39. Liliy Ayu Wulandhari, Habibollah Haron, Roselina Sallehuddin, The Mapping Algorithm of Triangular Vertex Chain Code from Thinned Binary Image, Lecture Notes Computer Science (LNCS), Springer, Dec 2011.

40. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Hybrid Grey Relational Artificial Neural Network And Autoregressive Integrated Moving Average Model For Time Series Forecasting, Applied Artificial Intelligence, 23(05), ISSN: 0883-9514, pages: 443-486, May 2009, Taylor & Francis. Impact Factor: 0.795 (Scorpus /ISI: citation :5 )

41. Siti Mariyam Shamsuddin, Roselina Sallehuddin, Norfadzila Mohd Yusof, Artificial Neural Network Time Series Modeling for Revenue Forecasting, Chieng Mai J. Sci. 2008;35(1): 411-426. ISSN: 01252526 (Scorpus/ISI , citation :3) Impact Factor : 0.34

42. Roselina Sallehuddin, Siti Mariyam Hj. Shamsuddin, Siti Zaiton Mohd. Hashim,Ajith Abraham, Forecasting Time Series Data Using Hybrid Grey Relational Artificial Neural Network And Autoregressive Integrated Moving Average Model, 89 Neural Network World 2007, Special Issue on Hybrid Inteligent Systems 2007, Vol. 17, No. 6, pp. 505- 689, ISSN 1210-0552: Czech Academy of Sciences, Impact factor : 0.395 (Scorpus/ISI; citation =5)

43. Sharul Hanis, Habibollah Haron, Roselina Sallehuddin, Neural Network Corner Detection of Vertex Chain Code, AIML Journal, Vol(6), issue(1), Jan,2006. (citation:6)

44. Razana Alwee, Roselina Sallehuddin & Siti Mariyam Hj. Shamsuddin. 2004.Perbandingan Penggunaan Algoritma Krzyzak dengan algoritma Rambatan Balik Piawai dalam Domain Peramalan. International Jurnal of Applied Management (Special issue),vol 11, Feb,2004 UUM, 171-184.

45. Syed Taha Syed Zaid, Siti Mariyam Shamsuddin, Roselina Sallehuddin,2003.Percubaan Mencari Kehadiran Ingatan Jangka Panjang Di dalam Data Agrikultur Menggunakan Analisis R/S, Annual Review of Operation Research & Management Science, 2003

46. Roselina Sallehuddin, Mohd Salihin Ngadiman & Siti Mariyam Hj. Shamsuddin. 2001. Peramalan Siri Masa Bermusim Menggunakan Rangkaian Neural. Sains Malaysiana, UKM, 20: 107-118, Scorpus (IF-0.408)

47. Roselina Sallehuddin& Siti Mariyam Hj. Shamsuddin. 2001. Kajian Ke atas Parameter Model Rangkaian Rambatan Balik untuk Peramalan: Kajian Kes Hasil Pengeluaran Getah. Jurnal Teknologi, UTM, 35(D):15-26:

National Journal

1. Roselina Sallehudin, M.Salihin Ngadiman & Siti Mariyam Hj.Shamsuddin. 1999.

13

Penentuan Saiz dan Bilangan Nod Tersembunyi Rangkaian Neural Bagi Peramalan. Jurnal Teknologi Maklumat, UTM, 11(1):67 – 80.

2. Roselina Sallehudin, M.Salihin Ngadiman & Siti Mariyam Hj. Shamsuddin. 1998. Rangkaian Neural : Anjakan Paradigma Terhadap Siri Masa. Jurnal Teknologi Maklumat, FSKSM, 10(2):43-55.

International Proceeding (INDEXED PAPERS-SCORPUS,SPRINGER, IEEE)

1. Ashanira Mat Deris, Azlan Mohd Zain , Roselina Sallehuddin , and Safian Sharif Experimental study of surface roughness in Electric Discharge Machining (EDM) based on Grey Relational Analysis, MATEC Web of Conferences 7 01015 (2016), IConGDM 2016 Phuket, DOI: 10.1051/matecconf/20167801015, pp 1-7

2. Ashanira Mat Deris, Azlan Mohd Zain, Roselina Salehuddin, Safian Sharif, Overview of Harmony Search (HS) algorithm for green manufacturing industries, IConGDM 2015, Surabaya indonesia,31 julai-1 ogos

3. Chatchada kaewpruksapimon, Roselina Sallehuddin, and Radziah Mohamad A New Framework for Matching Semantic Web Service Descriptions Based On OWL-S Services,International Workshop on Big data Analytic 2015,IWBDA2015

4. Chatchada Kaewpruksapimon, Roselina Sallehuddin, Radziah Mohamad A Review on Service Selection for Web Service Composition in Cloud Computing Environment, International Conference on Engineering and Applied Science (2014 ICEAS, Hojkaido Japan, 22-25 Julai2014

5. Sharifah Hafizah Sy Ahmad Ubaidillah, Roselina Sallehuddin, Classification Of Liver Cancer Using Artificial Neural Network And Support Vector Machine Fourth International Conference on Recent Trends in Information Processing & Computing- IPC2013 2&3 Dec,2013, Kuala Lumpur.

6. Sharifah Hafizah Sy Ahmad Ubaidillah, Roselina Sallehuddin, Liver Cancer Diagnosis Using Support Vector Machine With Grey Relational Analysis Based Feature Selection, 2013 IEEE International Conference on Computer Science and Automation Engineering, Nov. 1-3, 2013 Guangzhou, China.

7. Sharifah Hafizah Sy Ahmad Ubaidillah, Roselina Sallehuddin, Noorfa Haszlinna Mustaffa,” Classification of Liver Cancer using Artificial Neural Network and Support Vector Machine”, Elsevier Science Proc. Of Int. Conf on Advance in Communication Network, and Computing, CNC, ,2014.pp.488493

8. Muhammad Arif Mohamad, Habibollah Haron, Azizah Ali, Roselina Sallehuddin, Prediction of Hardness in TiA1N Coating Process Using Support Vector Machine, Modelling, Identification and Control, IASTED, 10-12 April, Phuket, Thailand.

9. Razana Alwee, Siti Mariyam Hj Shamsuddin, Roselina Sallehuddin ,Economic Indicators Selection for Property Crime Rates using Grey Relational Analysis and Support Vector Regression, The 2013 International Conference on Applied Mathematics and Computational Methods in Engineering, Rhodes (Rodos) Island, Greece, July 16-19, 2013

10. Razana Alwee, Siti Mariyam Hj Shamsuddin, Roselina Sallehuddin, Economic Indicators Selection for Crime Rates Forecasting using Cooperative Feature Selection, 18-19 Dis, 2012, 20th National Symposium On Mathematical Sciences SKSM2012, AIP, conference Proceedings 1522,1221(2013)

11. Zuriahati Mohd Yunos, Siti Mariyam Hj Shamsuddin, Roselina Sallehuddin, Modelling The Malaysian Motor Insurance Claim Using Artificial Neural Network And Anfis, 18-19 Dis, 2012, 20th National Symposium On Mathematical Sciences SKSM2012. AIP, conference Proceedings 1522,1221(2013)

12. Sh Hafizah Sy Ahmad Ubaidillah, Roselina Sallehuddin, Forecasting Zakat Collection Using Neural Network, 18-19 Dis, 2012, 20th National Symposium On Mathematical Sciences SKSM2012. AIP, conference Proceedings 1522,1221(2013)

13. Siti Norsyahida Othman, Noorfa Haszlinna Mustaffa, Roselina Sallehuddin, Supply Chain Spreadsheet Simulation Optimization, 2012 Fourth International Conference

14

on Computational Intelligence, Modelling and Simulation, 2166- 8531/12,IEEE Computer Society, 188-193.

14. Abdikarim Hussein Elmi, Subariah Ibrahim, Roselina Sallehuddin, Detecting SIM box Fraud Using Neural Network, The International Conference on IT Converges and security2012 (ICITCS2012), Dec 5-7, 2012, Republic of Korea- (SPRINGER).

15. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Noorfa Hazlinna Mustaffa, Cooperative Feature Selection for Improving Multivariate Time Series Forecasting Performance, 2012 International Conference on Intelligent Computing (ICIC 2012) July 25-29, 2012, Huangshan, China. (indexed by Springer)

16. Roselina Sallehuddin, Siti Mariyam Shamsuddin, and Noorfa Haszlinna Mustafa Enhancing Forecasting Performance of Multivariate Time Series Using New Hybrid Feature Selection,Knowledge Representation/Reasoning and Expert Systems, 373- 380

17. Said Jadid Abdulkadir, Siti Mariyam Shamsuddin and Roselina Sallehuddin, Three Term Back Propagation Network for Moisture Prediction, 2012 International Conference on Life Science and Technology – ICLST 2012, 5-7, January 2012, Hong Kong (indexed by Thomson ISI Proceedings)

18. Liliy Ayu Wulandhari, Habibollah Haron, Roselina Sallehuddin, The Mapping Algorithm of Triangular Vertex Chain Code from Thinned Binary Image,Second International Conference on Recent Trends in Information Processing & Computing (IPC 2011), Nov 14-15, 2011 in Kuala Lumpur, Malaysia (indexed by SPRINGER).

19. Shafaatunnur Hasan, Tan Swee Quo, Siti Mariyam Shamsuddin, Roselina Sallehuddin, Artificial Neural Network Learning Enhancement Using Artificial Fish Swarm Algorithm, Proceedings of the 3rd International Conference on Computing and Informatics, ICOCI 2011,8-9 June, 2011 Bandung, Indonesia.

20. Said Jadid Abdulkadir, Siti Mariyam Shamsuddin and Roselina Sallehuddin, Three Term Back Propagation Network for Moisture Prediction, 2012 International Conference on Life Science and Technology – ICLST 2012, 5-7,January 2012, Hong Kong (indexed by Thomson ISI Proceedings)

21. Ashanira Mat Deris, Azlan Mohd Zain, Roselina Sallehuddin, Overview of Support Vector Machine in Modeling Machining Performances, 2011 International Conference on Advances in Engineering (ICAE 2011), Procedia Engineering 00 (2011) 000–000, Elsevier.(SCORPUS)

22. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim,, Forecasting small data set using hybrid cooperative feature selection, UKSIM, pp.80-85, 2010 12th UKSim International Conference on Mathematical Modeling and Computer Simulation, 24-26 March 2010 , ISBN: 978-0-7695-4016-0 ( Scorpus)

23. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Grey Relational BP_PSO for Time Series Forecasting , Proc of 2009 IEEE International Conference on Systems, Man, and Cybernetics, October 11 – 14, 2009, San Antonio, Texas, USA. (IEEE )

24. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, Hybridization Model of Linear and Nonlinear Time Series Data for Forecasting, Proc of 2nd Asia International Conf. On Modeling and Simulation (AMS 2008), 13-15 May, 2008, 597-602. (Scorpus: cited 1), ISBN: 978-076953136-6

25. Zuriahati Mohd Yunos, Siti Mariyam Shamsuddin, Roselina Sallehuddin, DataModeling for Kuala Lumpur Composite Index with ANFIS, Proc of 2nd Asia International Conf. On Modeling and Simulation (AMS 2008), 13-15 May, 2008, 609-614. (Scorpus: citation:1), ISBN: 978-0-7695-3136-6

26. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, Application Of Grey Relational Analysis For Multivariate Time Series, Prof of 8th Int. conf on Int. Syst Design and App(ISDA 2008) , Kaoh Siung City, 26-28th Nov, 2008; Vol(2), 432-437 (Scorpus/ISI, citation:1) . ISBN: 978-0-7695-3382-7

27. Mohamad Shukor Talib, Roselina Sallehuddin, Siti Zulhijah Ab. Hassan, Forecasting Model for Residential Burglary, Second IMT-Gt Conference on Mathematics, Statistics and Applications, June 13-15, 2006, The Gurney Hotel,

15

Penang, Malaysia. 28. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Mohamad Shukor Talib, A Hybrid

Forecasting Model For Malaysian Exports Natural Rubber-Based Products, International Conference on Mathematics and Natural Sciences, Institut Teknologi Bandung, 29-30hb Nov, 2006

29. Nurulhuda Firdaus, Mohd. Shukor Taib, Roselina Sallehuddin, Azlan Mohd. Zain, Back Propagation Neural Network (BPNN) Model as a Solution of Short Term Rainfall Prediction for Johor Catchments Area, The 1st IMT-GT Regional Conference on Mathematics, Statistics, and their Applications (IRCMSA 2005), June 13-15, 2005

30. Sharul Hanis, Roselina Sallehuddin, Habibollah Haron Neural Network in Corner Detection of Chain Code Series. Arab Conference Information Technology 2004, ACIT04

National conference

1. Sharifah Hafizah Sy Ahmad Ubaidillah, Roselina Sallehuddin, Azizah Ali, Classification of Liver Cancer Using Artificial Neural Network and Support Vector Machine, SoCos 2013, 27-29 May, 2013, Seremban.

2. Razana Alwee, Siti Mariyam Hj Shamsuddin, and Roselina Sallehuddin, Grey Relational Analysis and Particle Swarm Optimization Support Vector Regression for Crime Rates Forecasting with Economic Indicators, SoCos 2013, 27-29 May, 2013, Seremban.

3. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, BP- ARIMA Model For Time Series Forecasting, Simposium Kebangsaan Sains Matematik ke-16, 3-5hb Jun 2008.

4. Roselina Sallehuddin, Siti Mariyam Hj. Shamsuddin, Siti zaiton Mohd Hashim, Grey Relational Analysis And Its Application On Multivariate Time Series, Seminar PARS,2008.

5. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti zaiton Mohd Hashim, Comparative Study of Multivariate and Univariate Models, Seminar PARS, FSKSM, June, 2007.

6. Roselina Sallehuddin, Norhaizan Mohd Radzi, Muhammad Shukor Talib, Aplikasi Rangkaian Neural Dalam Pensaizan Lot Satu Aras, Simposium Kebangsaan Sains Matematik ke-XIV, UM, 6-8 Jun,2006

7. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Siti zaiton Mohd Hashim, Suarmi Sumormo, A Propose Framework of Malaysia Natural Rubber Prediction Price Using Granular Neural Network, Seminar PARS,FSKSM, Mei,2006

8. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Tieh Teck Ming. Aplikasi Rambatan Balik Pembaikan Dalam Peramalan Siri Masa”, Simposium Kebangsaan Sains Matematik ke 13, 31hb. Mei-2 Jun,2005

9. Azlan Mohd Zain, Roselina Sallehudin, Nurulhuda Firdaus Mohd Azmi & Norshahila Muhammad Nawi. Kajian Terhadap Keberkesanan Pensijilan ISO Bagi Organisasi Sektor Pembuatan. Simposium Sains Matematik ke 12 (UIA) Dis 2004.

10. Azlan Mohd Zain, Roselina Sallehudin, dan Nurulhuda Firdaus Mohd Azmi Peranan Juruaudit bagi Proses Pemilikan Taraf Persijilan ISO( Hasil Tinjauan Persepsi Organisasi Pembuatan Berstatus ISO Di Malaysia, Seminar Kebangsaan Sains Pemutusan 2004, 15-17 Dis,2004

11. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Muhammad Shukor Talib dan Nor Suhaila Osman .Kajian Terhadap Penormalan Data Ke atas Ketepatan Ramalan Menggunakan Rangkaian Neural, Simposium Sains Matematik ke 12 ( UIA) Dis 2004

12. Roselina Sallehuddin, Nurulhuda Firdaus Azmi,Azlan Mohd Zain & Nur Suhaila Osman Peramalan Keperluan Tenaga Elektrik Negeri Johor Menggunakan Model Multivariat Rangkaian Neural. Simposium Sains Matematik ke 12 ( UIA) Dis 2004

16

13. Nurulhuda Firdaus Azmi, Roselina Sallehuddin, Razana Alwee, Mohd Shukor Talib, 2003. Analisa Kebolehupayaan Kaedah Rambatan Ke Belakang Di Dalam Peramalan Banjir Bagi Kawasan Tadahan Hujan Negeri Johor. Proc, Simposium Matematik ke 11, 22-24 Dis, 2003 Universiti Malaysia Sabah.

14. Roselina Sallehuddin, Razana Alwee & Siti Mariyam Hj. Shamsuddin. 2003. Rambatan Balik Dengan Algoritma Kryzak Terhadap Domain Peramalan Data Siri Masa. Proc. National Conf. On Management Science & Operation Research, 24-25 June, Century Mahkota, Melaka.

15. Siti Mariyam Hj. Shamsuddin, Roselina Sallehuddin, Razana Alwee, Syed Taha Syed Zaid, Zuriahati Yunos & Rihana Jamaludin. 2003. Development of Intelligent System For Predicting Stock Market Returns. Seminar ASITT, Puteri Pan Pacific Hotel, May 7, Johor Bahru.

16. Roselina Sallehuddin, Razana Alwee & Siti Mariyam Hj. Shamsuddin. 2003. Classifications of Deseasonalised Time Series Data Using Soft Computing Techniques. Seminar ASITT, Puteri Pan Pacific Hotel, May 7, Johor Bahru

17. Zuriahati Mohd Yunos, Siti Mariyam Shamsuddin & Roselina Sallehudin. 2002. Neural Kabur Dalam Peramalan (Satu Imbasan ). Proc. Of National Conference on Computer Graphics and Multimedia, Equatorial Hotel Melaka, 7/10 – 9/10, pp : 405- 410.

18. Razana Alwee, Roselina Sallehuddin, & Siti Mariyam Hj. Shamsuddin. 2002. Aspek Perhitungan Rambatan Balik Dalam Domain Peramalan. Prosiding Kebangsaan Sains Matematik ke-10, 23-24 Disember, Pan Puteri Pacific, JB, ms : 235-241.

19. Zuriahati Mohd Yunos, Siti Mariyam Shamsuddin, Roselina Sallehudin & Razana Alwee. 2002. Pemodelan Ketakstabilan Pasaran Komoditi Minyak Sawit Mentah di Malaysia. Prosiding Kebangsaan Sains Matematik ke-10, 23-24 Disember,Pan Puteri Pacific, JB, ms:527-542.

20. Syed Taha Syed Zaid, Roselina Sallehuddin & Siti Mariyam Hj. Shamsuddin. 2002. Percubaan Mencari Kehadiran Ingatan Jangka Panjang Di dalam Data Agrikultur Menggunakan Analisis R/S. National Conference on Management Science Operation Research, Kolej Universiti Sains Dan Teknologi Malaysia, Kuala Terengganu.

21. Roselina Sallehuddin & Siti Mariyam Hj. Shamsuddin. 2001. Penentuan dan Kesan Parameter Pembelajaran Terhadap Peramalan Menggunakan Rambatan Balik (Satu Kajian Terhadap Data Pengeluaran Hasil Getah). Prosiding Simposium Kebangsaan Sains Matematik ke-9, 18-20 Julai, Universiti Kebangsaan Malaysia.

22. Syed Taha Syed Zaid, Roselina Sallehuddin & Siti Mariyam Hj. Shamsuddin. 2001. Peramalan Harga Kopi Untuk Pasaran Komoditi Dunia Bagi Pasaran Hadapan Menggunakan Rangkaian Neural. Proceeding of Malaysian Science and Technology Congress (Symposium C), USM, ms 438-486.

23. Roselina Sallehuddin, Mohd Salihain Ngadiman & Siti Mariyam Hj. Shamsuddin. 2000. Peramalan Siri Masa Variasi Bermusim – Satu Pendekatan Alternatif Menggunakan Rangkaian Neural. Proceeding of the National Conference on Management Science/Operation Research. (MSORSM), School of Mathematical Sciences, USM, 20-21 November, pp: 32-38.

17

PAPERS REVIEWER

International Journal Reviewer

1. IET Information Security, IFS-SI-2015-0403, 9th Nov, 2015Efficient Mobile Phone Fraud Detection Using Possibilistic Fuzzy C-Means and Hidden Markov Model

2. Knowledge-Based Systems, Elsevier. 5 Nov 2015,Forecasting direction and strength of stock market index movements using time-delay recursive neural network

3. Knowledge-Based Systems, , Sept 2015, An Enhanced Hybrid approach for Diarrhoel Outpatient Visit Prediction

4. Knowledge-Based Systems, Elsevier, July, 2015, Age Sequence recursive models for time series Aggregation

5. Knowledge-Based Systems, Elsevier, Jun 2015, A GA-SVR time series model based on indicator selection for forecasting individual stock price

6. Knowledge-Based Systems, Elsevier, May, 2015, Piecewise statistic approximation based similarity measure for time series

7. Knowledge-Based Systems, Elsevier, April, 2015, Modeling semantic across Multiple Time Series and Its application

8. Knowledge-Based Systems, Elsevier, Sept, 2014, A Mutual Association Based Nonlinear Essemble Mechanism for Time series Forecasting

9. Knowledge-Based Systems, Elsevier,Jun 2014, A Neural Network Based Novel Linear Essemble framework for time series forecasting

10. Knowledge-Based Systems, Elsevier, July, 2015, Age Sequence recursive models for time series Aggregation

11. Jurnal teknologi, SEPT 2015, IMPROVING FORECASTING ACCURACY OF WATER DEMAND USING EMD AND LSSVM MODEL

12. Integrated Western and Traditional Malay Medicine Healthcare Services in Postnatal Care – an Evaluation of MyPostnatalSys, May, 2015, Journal of Telecommunication, Electronic and Computer Engineering (JTEC)

13. Int. J. Advance Soft Compu. Appl, November 2015, ISSN 2074-2827,Empirical Mode Decomposition–Based Least Squares Support Vector Machine for Water Demand Forecasting, Feb 2015

14. Int. J. Advance Soft Compu. Appl, November 2015, ISSN 2074-2827,Empirical Mode Decomposition–Based Least Squares Support Vector Machine for Water Demand Forecasting

15. Int. J. Advance Soft Compu. Appl, November 2015, ISSN 2074-2827,Review on Big Data

16. Chinese Journal of Mathematics,A Model to Enhance the Forecasting Efficiency of Suez Canal Revenues Using Combining Method, 5Oct 2015

17. Forecasting HSI by Using Implied Volatility of Index Option, Knowledge-Based Systems, Elsevier, Sept 2013

18. Online grey prediction of ship roll motion using variable RBFN, Applied artificial Intelligence, Taylor and Francais,30th May 2013

19. Time Series Prediction Using Sparse Regression Ensemble Based on $\ell_2$-$\ell_1$ Problem, Knowledge-Based Systems, Elsevier, July 2013

20. Developing a hybrid intelligent model for forecasting problems:Case study of tourism demand time series, Knowledge base system, Elsevier, Jan 2013

21. Motives behind Mergers and Acquisitions: Theories and Evidence, International Journal of Finance and Accounting, Scientific & Academic Publishing (SAP), USA.,15th Jan 2013.

22. A Novel Seasonal Fuzzy Time Series Method to the Forecasting of Air Pollution Data in Ankara, Scientific & Academic Publishing (SAP), USA.,20th March 2013.

23. Applying Hybrid Grey Models in Analyzing Tonnage Growth Trends in Bulk Shipping among China, Hong Kong and Taiwan" ,Journal of Testing and Evaluation (JOTE),

18

October, 2012 24. Neural Computing & Applications Journal, Neural Network Prediction Model in

Generating Facial Caricature Pattern, 1st Aug 2012, Jan 2013 25. International Journal of Information Technology & Decision Making(IJITDM), Elsevier,

A novel flow-based method using grey relational analysis for pattern classification, 20th

May 2012 26. Knowledge Based System, Elsevier .The Dynamic Demand-controlled Ventilation

Strategy for CO2 control in VAV Air Conditioining Room Based on the NN-PID Algorithm. Mac 2012

27. Knowledge Based System, Elsevier, Developing a hybrid intelligent model for forecasting problems: Case study of tourism demand time series, Jan 2012.

28. Knowledge Based System, Elsevier, A Latent Information function to extend domainattributes to improve the accuracy of small-data-set forecasting (Oct 2011, Feb 2012)

29. Knowledge Based System, Elsevier, Forecasting time series using a methodology based on autoregressive integrated moving average and genetic programming (April, 2010, May, 2010,July2010)

30. Singapore Economic Review, indexed in JEL_Econlit, SSCI and REPEC 59-08_ Forecasting Economic Growth: Using Artificial Neural Network Modelling, 2008: completed: Nov 2008

31. Singapore Economic Review, indexed in JEL_Econlit, SSCI and REPEC, 2010. Completed: March 2010

32. Jurnal Teknologi, Comparison of Decision Tree Methods in Classification of Researcher’s Cognitive Styles in Academic Environment, Julai 2012, 20(2012) 85-88, ISSN 012-9696, eISSN 2180-3722, Penerbit UTM Press,

International Conferences

1. Rainfall Monthly PredictionBased on Artificial NeuralNetwork: A Case Study Tenggarong Station, East Kalimantan – Indonesia, 1st International Conference on Computer Science and Computational Intelligence 2015, 28-30 August 2015, BINUS University, Jakarta Indonesia

2. Aspect Based Sentiment Analysis using SVM Classifier, International conference on Advances in Computing, communication and Informatic,ICACCI-2013, IEEE, Mysore India, 22-25 August2013

3. QuantifyingModifiedOpinionStrength: AFuzzyInferenceSystem forSentiment Analysis (Second InternationalSymposiumon NaturalLanguageProcessing(NLP'13)), May 27,2013

4. Hydrological modeling of rainfall-aquifer level: A case study Chiba Basin in the North East of Tunisia, ICMSAO2013, 15Feb 2013

5. A MATLAB program for identifying the rainfall variability in rainfall-runoff modeling in Semi arid region, ICMSAO2013, 15Feb,2013

6. Experimental Control of Nonlinear Behaviour of DC/DC Converter Using the Concept of Complete-Cycle Solution Matrices, Modeling application and control, IASTED, 11 dec 2012.

7. Towards Net Zero Energy Buildings: Dynamic Simulations of an Office Building in Three Climate Zones of Europe, Modeling application and control, , IASTED ,11 dec 2012.

8. Black-Box Identification of a Thermoelectric Temperature Contro System Fo rPiezoresistive Pressure Sensor-Calibration: a Machine LearningApproach, Modeling application and control, , IASTED, 11 dec 2012

9. Application Of Swarm Intelligence to Thesolution Of Profit Based Unit Commitment Problem With Emission Limitations, Engineering and Application Science, IASTED, 23 Oct 2012

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10. Critical Systems Research: Search for Integrated systems, Engineering and Application Science, , IASTED, 23 Oct 2012

11. Harmony Search Algorithm Trained Nueral Networks For Market Forecasting And Planning, Modeling application and control, , IASTED ,11 dec 2012.

12. Prediction of CPC using Neural Networks forMinimization of Cost, IASTED, , Engineering and Application Science, , IASTED, 23 Oct 2012

13. Is Artificial Immune System suitable for Opinion Mining, DMO2012, 4th July 2012 14. Searching for Optimal Alphabet for Data Compression using Simulated Annealing,

SMC2012CYBERNETICS, 18TH June 2012 15. Robust Localisation of Pedestrians with Cast Shadows Using Homology in A

Monocular View, SMC2012CYBERNETICS, 18TH June 2012. 16. Web Crawler with URL Signature – A Performance Study, DMO2012, 13th June

2012 17. Biomimetic Methods for Power Plant Optimization, Applied Simulation and

Modeling (IASTED), April,2012 18. Development of a Model of a Special Purpose Machine, Applied Simulation and

Modeling (IASTED), April 2012 19. Modeling Of Isothermal D.C. Characteristics Of Silicon Carbide Merged Pin

Schottky Diode, , Applied Simulation and Modeling (IASTED), April 2012 20. "Infolab 3-Link as a Proposed Decision Support System for Assisting Livestock

Disease Diagnose, 2012 International Conference on Computer and Information Sciences

21. Protein Classification Using Soft Computing Techniques in Bioinformatics: A Review, 2012 International Conference on Computer and Information Sciences

22. Knowledge Retrieval Using Hybrid Semantic WebSearch, 2012 International Conference on Computer and Information Sciences

23. Air Conditioner Controlled Using Neural Network And Pid Controller,ISMA2012, 8th International Symposium on Mechatronics and its Applications (April 10-12, 2012, Sharjah, United Arab Emirates)

24. Optimization of Neural Network for Efficient EMG Signal Classification 8th International Symposium on Mechatronics and its Applications-ISMA2012 (April 10-12, 2012, Sharjah, United Arab Emirates)

25. International Conference on Biomedical Engineering-(ICoBE-2012), Designing an ArtificialNeural Network

26. International Conference on Biomedical Engineering-(ICoBE-2012), A Speech Recognition System Based Firefly

27. International Conference on Biomedical Engineering-(ICoBE-2012), Neural Network Based Phylogenetic

28. Tropical Crops Advisory Selection System International Conference on Research and Innovation In Information Systems UTM, UIA, IEEE

29. Artificial Bee Colony Search Algorithm for Examination Timetabling" 3rd Conference on Data Mining and Optimization DMO'11 Universiti Teknologi Malaysia

30. Assessing Educators Readiness to Adopt Virtual Reality Classroom Using the Unified Theory of Acceptance and Use of Technology (UTAUT) 2nd International Visual Informatic Conference, IVIC11

31. MyHealthCentral.com: Integrating Knowledge Based System in Personalized Diet Plan and Menu Construction International Conference on Research and Innovation In Information Systems UTM,UIA, IEEE

32. A Confirmatory Factor Analysis of the Information Technology Governance Effectiveness: Evidence from Malaysia International Conference on Research and Innovation In Information Systems

33. Neural Network Based Phylogenetic Analysis Review deadline-ICoBE2012 International Conference on Biomedical Engineering 2012

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34. A Speech Recognition System Based on Structure Equivalent Fuzzy Neural Network Trained by Firefly Algorithm-ICoBE2012 ICoBE2012

35. Designing an ANN Model for the Prediction of Kidney problems sympton through patient's metal behaviour for pre-clinical medical diagnostic International Conference on Biomedical Engineering-(ICoBE-2012)Track: Biomedical Signal/Image Processing ICoBE_UniMAP

36. Modeling of Information Systems for Manufacturing Enterprises Demand Forecasting_ICMSAO2011

37. Modeling of Information Systems for Manufacturing Enterprises Demand Forecasting Conference: ICMSAO 2011 - International Conference On Modeling, Simulation And Applied Optimization 2011 - 19-21 April 2011

38. 3rd Conference on Data Mining and Optimization (DMO'11): International Multi- Conference on Artificial Intelligence Technology (M-CAIT’2011),2"Evaluating Integrated Weight Linear Method to Class Imbalanced Learning in Video Data" 28th and 29th June 2011 : completed: 15 March 2011.

39. 3rd Conference on Data Mining and Optimization (DMO'11): International Multi- Conference on Artificial Intelligence Technology (M-CAIT’2011), A Genetic Based Features Selection for Relational Data Mining", 28th and 29th June 2011, completed: March 15,2011.

40. 3rd Conference on Data Mining and Optimization (DMO'11) : International Multi- Conference on Artificial Intelligence Technology (M-CAIT’2011),: Artificial Bee Colony Search Algorithm for Examination Timetabling, 28th and 29th June 2011, completed: 15 March 2011.

41. ICMSAO 2011 - International Conference on Modeling, Simulation and Applied Optimization 2011 - 19-21 April 2011, Kuala lumpur, Malaysia: Modeling of Information Systems for Manufacturing Enterprises Demand Forecasting. Completed :24th Jan, 2011

42. Emulation of Biological Reproducing System in Forecasting Model: proceeding for International Symposium Bio Inspired Computing 05, 5-7, Sept, 2005

43. Statistical Models of KSE100 Index Using Hybrid Financial System proceeding for International Symposium Bio Inspired Computing 05, 5-7, Sept, 2005

44. Classification of Universal Data Set Using Different Reduct Calculation Method: An Analysis : Proceeding for Cogramm ’02

45. A Simple and faster approach in finding Neural Network Parameter: Proceeding for Cogramm ‘02,

46. Artificial Inteligence application for Two-dimensional warranty. PARS, 2010

21 SUPERVISION

SUPERVISION MSc/ PhD (Active)

No. Matric Name Faculty Semester Position

1 MCS173018 Tengku Mazlin Binti Tengku Ab Hamid FC 2/8 SUPERVISOR

2 PCS173014 Choo Xin Ying FC 2/16 SUPERVISOR

3 PCS173015 Dhuha Abdulhadi Abduljabbar Al-Hamdan FC 2/16 SUPERVISOR

4 PCS173040 Sherif Magdy Mohamed Abdelaziz Barakat FC 2/16 SUPERVISOR

5 MCS163041 Nur Sabiha Binti Abdul Samad FC 3/8 SUPERVISOR 6 PCS163039 Haruna Lawal FC 3/16 SUPERVISOR 7 MCS153025 Mohamad Faiz Bin Dzulkalnine FC 6/8 SUPERVISOR 8 PC113022 Chatchada Kaewpruksapimon FC 13/16 SUPERVISOR

9 PCS163051 Altaf Hussain FC 2/16 CO-SUPERVISOR

10 MCS163023 Nur Aini Binti Zakaria FC 4/8 CO-SUPERVISOR

11 MCS163021 Jalilah Arijah Binti Mohd Kamarudin FC 4/8 CO-SUPERVISOR

12 PCS163016 Oyekale Abel Alade FC 4/16 CO-SUPERVISOR

13 MCS163015 Noramalina Binti Mohd Hatta FC 4/8 CO-SUPERVISOR

14 PCS143048 Kasturi Kanchymalay FC 7/16 CO-SUPERVISOR

15 PCS143010 Ashanira Binti Mat Deris FC 8/16 CO-SUPERVISOR

16 PA103009 Fadzlin Binti Md Sairan FKA 16/16 CO-SUPERVISOR

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GRADUATED

Matric No. Name Faculty

Graduation Date

GOT

1 Syahrul Hanis Subri FSKSM 2006 (Master) 2 NorFadzila Mohd Yusof FSKSM 2005 (Master) 3 Zuriahati Mohd Yunos FSKSM 2006 (Master) 4 Rozaidah Ghazali FSKSM 2003 (Master) 5 Woo Lai Leng FSKSM 2004 (Master) 6 Said Jadid Abdul Kadir FSKSM 2011(Master) 7 Abdi Karim HussinElmi FSKSM 2012( Master)

8 MC113016 Ashanira Binti Mat Deris FC 04 Dec 2013 9 PG093110 Hamed Adab FGHT 09 Apr 2014 GOT 10 PC103174 Razana Binti Alwee FC 03 Sep 2014 11 PG103081 Sheelah A/P Sivanathan FGHT 03 Sep 2014

12 MC113046 Sharifah Hafizah Bt Sy Ahmad Ubaidillah FC 01 Oct 2014

13 MC122069 Siska Kurnia Gusti FC 07 Apr 2016 14 B13CS0017 Ridzwan Bin Mohamed @ Hussin FC 30 Jun 2016 GOT 15 PC113019 Mohd Syahid Bin Mohd Anuar FC 05 Oct 2016 TIDAK 16 PC073044 Zuriahati Binti Mohd Yunos FC 08 Feb 2017 TIDAK

17 A13CS0047 Mohamad Ashraf Bin Mohd Dzafarullah FC 03 Jul 2017 GOT

18 A13CS0080 Muhammad Nur Thaqif Bin Md Rajab FC 03 Jul 2017 GOT 19 MCS152026 Tay Tze Loong FC 02 Aug 2017

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EXTERNAL/INTERNAL EXAMINER (MSc) Bil NAMA INSTITUSI 1 Siti Zulaikha Binti Abu Bakar UTEM, Feb 2017 2 Ong Phaik Ling UTEM, August 2016 3 Anis Aklima Binti Kamarudin UKM,Okt 2015 4 Ashikin Ali UTHM, Sept 2013. 5 Husam I.S. Abuhamad UKM, 26th Nov 2012 6 Amirah Bte Baharin UTM,July 2017 7 Nurul Izzati bte Abdul Rashid UTM,Sept 2017 8 Nurul Liyana bte hairuddin UTM, nov2017 9 Roslan bin Armina UTM, okt 2017 10 Nor Amalina Abdul Rahim UTM, Jun 2016 11 Murniyanti bte Malik UTM, aug 2016 12 Nur Afiqah bte Saadon UTM, 12 Nov 2013 13 Mohammad Shariff bin Bashir Ghouse UTM, Oct 2013 14 Mohd Ridwan Hilmi Mohd Adnan UTM, Oct 2013 15 Fatimatufaridah binti Jusoh UTM, Nov 2013 16 Norshafarina binti Omar UTM, 11 April 2013 17 Siti NorSyahida Othman UTM, 9 april 2014

INTERNAL/ EXTERNAL EXAMINER (PhD) Bil NAMA INSTITUSI

1 Nilam Nur Binti Amir Sjarif UTM, 21th Oct 2014

2 Norsham Idris UTM 13th Nov 2014

3 Yousef Farhang UTM 17 Sept 2015

4 Abd Razak Yahya Saleh Alhababi UTM, 31 March 2015

5 Mohd Faaizie Darmawan UTM, 9 Jan 2016

6 Saber Salehi UTM Nov 2015

7 EBRAHIM AKBARI UTM 30 Nov 2015

8 Ibrahim Abdelhamid Sidahmed Mohamed UTM April 2016

9 Mohammad Babrdel Bonab UTM Mac2016

10 Noor Hidayah binti Zakaria UTM Nov, 2017

11 Umer lqbal UTEM, Dis 2017

12 Abdullah Marich Mohamed Ali UTM Dis 2017

13 AbdalRahman mMohamed Alamin

Abuelqasim

UTM Mac 2016

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INTERNSHIP SUPERVISION

- Supervise more than 50 students

STUDENT ADVISORY

- Supervise more than 60 students

SUPERVISE UNDERGRADUATES PROJECTS

1. Hybrid Feature Selection Model Based on Neural Network for stock price forecasting Haw Han Bin, 2011&2012

2. Peramalan Zakat Harta Pahang Menggunakan Rangkaian Neural, Sharifah Hafizah bte Syed Mohhamad, 2011

3. Peramalan lesen kenderaan menggunakan rangkaian neural, Ainom Senawi, 2011 4. Peramalan Indeks Pencemaran Udara bagi Kawasan Port Dickson, Shah Alam dan

Putrajaya Menggunakan kaedah rangkaian neural, Noor Aimi Izyani Abdullah, 2011 5. Peramalan Jumlah Pendapatan Harian Bagi Syarikat Transnasional Sdn Bhd

menggunakan kaedah Rangkaian Neural, Hafsah Shukri,2011 6. Analisa dan Peramalan Bagi Kadar Keuntungan Malayan Banking Berhad

Menggunakan Rangkaian Neural, Ain Nur Mardhiah Abd Rahman, 2011. 7. Sistem Damak JHEO Negeri Pahang, Harlianawati Harun, 2005 8. Sistem Penjadualan Jadual Waktu Secara Online Bagi Sekolah Menengah Teknik

Segamat Johor Menggunakan Teknik Pengaturcaraan Logik Berkekangan, Fazarina Abu Zarin, 2004

9. Peramalan Harga Pasaran Buah-buahan Tempatan Menggunakan Kaedah Pembelajaran Rambatan Ke Belakang, Noorazura Natha@ Mokhtar, 2005

10. Analisa Penyelesaian Masalah Persaizan Lot Satu Aras Menggunakan Pendekatan Model Rangkaian Neural, Noor Isniza Usul, 2005

11. Kajian Perbandingan Prestasi Fungsi Penggiatan Sigmoid dan Tangen dalam Peramalan Rangkaian Neural, Rabiatul AdawiahAb. Rashid,2005

12. Sistem Kawalan Inventori Berasaskan Web Di Mentari Food Products Sdn. Bhd. Nik Aida Mastura Zakaria,2005

13. Pendiskretan Data di Bursa Saham Menggunakan Dua Teknik iaitu Teknik Chi Square dan Teknik Ta’akulan Boolean. Nurul Fadilla Ibrahim,2004

14. Penjanaan Peraturan Indeks syariah Menggunakan Set Kasar, Hairina Hairuddin,2004

15. Analisa Kemalangan Kadar Kemalangan Jalanraya bagi seluruh Daerah Negeri Johor, Hirwazi Mohd Nasif @ Musa, 2004

16. Peramalan Harga Kopi Untuk Pasaran Komoditi Dunia Bagi Pasaran Masa Hadapan, Syed Taha Syed Zaid,2000

17. Sistem Penjadualan Tugas-Tugas Pemandu Bas Di SPMB ( Syarikat Pengangkutan Maju Berhad) Herdah bt Sumiran,2000

18. Analisa Dan Peramalan Pengeluaran Hasil Getah Di Malaysia, Norhailawati bte Misran, 2000

19. Analisa Dan Peramalan Keperluan Guru Sekolah Rendah Di Negeri Johor, Zuriahati Mohd Yunos,2001

20. Analisa Dan Peramalan Keperluan Guru Sekolah Menengah Di Negeri Johor, Roslina Ahmad, 2001

21. Peramalan Pencapaian Keputusan Pelajar Dengan Menggunakan Kaedah Rangkaian

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Neural, Azrul Sany bin Ismail, 2002 22. Peramalan Keperluan Pekerja Di Syarikat Muda Pasifik Nor Ridhwah bt Abdullah

Sani, 2001 23. Penempahan Tiket Kapalterbang Dalam Talian, Ab. Hakim Duamin,1993 24. Sistem Inventori Kawalan Mutu Barangna Baru(IQC) Bagi Industri Elektronik.

Badhrol Hisham Mohd. Yasin, 1996 25. Analisa Ramalan Terhadap Sektor Pertanian, Sektor Perhutanan, Sektor

Perlombongan Di Sarawak, Wong Ching Siang, 1998 26. Sistem Penjadualan Kakitangan Perpustakaan Sultanah Zanariah, UTM, Skudai,

Ariyana bte Bachok, 2000 27. Peramalan Cukai, Sewaan Dan Denda Bagi Majlis Perbandaran Johor Bharu. Mohd

Zaki b. Mohd Salikon, 2001 28. Peramalan Kapasiti Ruang Simpanan Rekod di Gedung Menara Ilmu Arkib Negara

Malaysia. Vera Aryani bt. Warneri, 2001 29. Kajian Perbandingan Teknik Peramalan Bagi Kemasukan Pelancong Asing ke

Negeri Johor, Suraya Mohamed, 2001 30. Analisa Peramalan ke atas Permintaan Kereta Kancil Bagi Negeri Johor. Nor

Khalida Mohamad Ali, 2001 31. Perbandingan Antara Kaedah Box-Jenkins Dan Kaedah Rangkaian Neural, Kajian

Kes: Peramalan Permintaan Dan Penawaran Nenas Di Syarikat Lee Pineapple, Norhanizura Abd. Halim, 2002

32. Analisa Harga Saham Di Bursa Saham Kuala Lumpur Dengan Menggunakan Pendekatan Rangkaian Neural, Nik Mohd Haneen Nik Ahmad,2002

33. Penggunaan Model Rambatan Balik Dalam Sistem Peramalan: Kajian Kes Kediaman Kos Rendah, Ramli Mohamed,2002

34. Sist. Kawalan Inventori Sykt Cosmo Restaurant Sdn. Bhd.Mohd Izuan Mohd Saad, 2002

35. Kesan Penormalan Data Dan Struktur Rangkaian Terhadap Prestasi Rangkaian Neural Dalam Peramalan. Kajian Kes: Peramalan Kemasukan Pelancong Ke Langkawi Najmi Wahidi Abu Bakar, 2002

36. Analisa Perbandingan Antara Teknik Peramalan Regresi Dan Rangkaian Neural: Kajian Kes: Keamasukan Pelatih Ke-Institut Kemahiran Belia Negara (IKBN) Dusun Tua. Faridz Wahida Jalaludin,2002

37. Peramalan Pencapaian Prestasi Pelajar Menggunakan Model Rangkaian Neural: Kajian Kes: Fakulti Sains Komputer dan Sistem Maklumat, Azrul Sany, 2002

38. Peramalan Kadar Penggunaan Air Di Perlis, Maisarah Waheeda bt. Mansor, 2004 39. Analisa Peramalan Kadar Kemalangan Jalan Raya Seluruh Negeri Johor 40. Model Peramalan Keperluan Tenaga Elektrik Menggunakan Rangkaian Neural

Dengan Kaedah Rambatan Ke Belakang.Nor Suhaila Osman, 2004 41. Pengurusan Projek Industri Pembinaan Pelantar Minyak, Wan Zulkifli Wan Ali, 1997 42. Pengurusan Projek Industri Pembinaan Pelantar Minyak, Ramon Ridzuan Abd. Hadi,

1997 43. Sistem Kawalan Inventori Berasaskan Web Di Sapura Machining Corp. Sdn. Bhd,

Mohd. Fadzli Arifin, 2004 44. Pembaikan Sistem Kawalan Inventori Berasaskan Web Di Rainbow Art Stationary

Sdn. Bhd.Ahmad Rohaizad Abu Bakar,2005 45. Pembaikan Sistem Kawalan Inventori Berasaskan Web Di Kedai Barangan Dan

Peralatan Sukan Al-Ikhsan, Akmal Farid Fuad,2005 46. Pembaikan Sistem Kawalan Inventori Berasaskan Web T&L Pharmarcy Sdn. Bhd.

Md. Sahrom b. Abu, 2005

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47. Keberkesanan Penggunaan Rangkaian Rambatan Balik Dalam Peramalan Data Siri Masa. Tieh Teck Ming, 2005

48. Peramalan Pengeluaran Dan Permintaan Air Menggunakan Rangkaian Neural, Mohd. Hanif bin Jabar, 2005

49. Sistem Kawalan Inventori Berasaskan Web Di Nadya Properties Sdn. Bhd,.Zolqernaine bin Othman, 2005

50. Peramalan Terhadap Pengeluaran Lesen Memandu Di Negeri Terengganu Wan Syahida Wan Abdullah, 2004

51. Pengelasan Pemohon Mengikut Kelayakan Rumah Kerajaan(kuarttes) di Pulau Pinang Menggunakan Teknik Rangkaian Neural, Hazlin Hassan, 2004

52. Peramalan Kemasukan Lori Ke Singapura Melalui Tambak Johor Menggunakan Rangkaian Neural Dan Kaedah Box-Jenkins

53. Sistem Kawalan Keperluan Bahan Berasaskan Web Di Syarikat Sindora Wood Products Sdn. Bhd.

54. Sistem Kawalan Kualiti Berasaskan WEB Bagi Sos Pencicah Di Syarikat M.H Mohd Industries Sdn.Bhd.

55. Peramalan Harga dan Pengeluaran Minyak Sawit Di Malaysia Menggunakan Kaedah Rangkaian Neural, Mohd Zakie bin Mat Safian, 2004

56. Analisa Kesesakan Lalulintas Mengikut Stesen Kajian di Daerah Kulim /Bandar Baharu Norhasnita Hassan, 2004

57. Sis. Penjadualan Aktiviti & Pengagihan Kerja Di Sykt Jahitan, Hishamuddin Shamsuddin, 1997

EXAMINER FOR UNDERGRADUATES PROJECTS

1. Pengoptimuman Mata Alat Mesin Kawalan Berangka Bagi Produk Engsel Monitor

Menggunakan Kaedah Algoritma Genetik, 2012, Nur Asyikin bt Mohamad Halimin 2. Menganalisis Model-model Peramalan bg Penjualan komponen penghawa dingin kenderaan

di syarikat DENSO Sdn. Bhd, Maizatul Nadhirah bt Mat Nayan,2012 3. Web based Business Intelligence System in Monitoring Project Management: A case Study

of an engineering Company (MMHE sdn bhd), Fadilah Yusof, 2011 4. Perbandingan dan pengoptimuman pemilihan perisian mesin kawalan berangka bagi

penghasilan produk "BRAKE HUB", Rizwan Bin Mohamad,2011 5. Pengoptimuman penggunaan mata alat mesin CNC bagi penghasilan produk piring brek

motosikal, NUR ASYIKIN BINTI MOHAMAD HALIMIN, 2011 6. Analisa data bagi pesakit SLE, SITI NURULASILAH SUHAIMI, 2011 7. Peramalan Jumlah Pengeluaran Produk Makanan di Syarikat Zara Foodstuff

Industries Sdn Bhd Dengan menggunakan kaedah rangkaian neural (2010), Norshafarina Omar

8. Model Peramalan hasil Pungutan Zakat di Johor Bharu menggunakan Rangkaian Neural , Nurul Hafiza Ismail (2010)

9. Sistem Perancangan Bahan (MRP) berasaskan Web di URO technology Sdn Bhd , Nagiah Mokhtar (2010)

10. Sisterm Tempahan dan Analisa Permintaan Ruang serta Peralatan di Pejabat Harta bina UTM Skudai, Fatimah Ali, (2010)

11. Sistem kawalan inventori berasaskan web di syarikat PLC laboratory sdn bhd, Puchong, Hu Kui Kheong (20100

12. Sistem kawalan kualiti beras di syarikat faiza sdn bhd, Nor Shakinah Abu Bakar (2010)

13. Sistem Kawalan Inventori dan Perancangan Keperluan bahan Berasaskan Web di perusahaan Zainab Jaya, Suraya Shamsuri (2010)

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14. Analisa Peramalan Jumlah Sembelihan Ternakan (Kajian Kes: Jabatan Perkhidmatan Haiwan) Tuan Fadhilah Tuan Muhammad

15. Peramalan Jualan Terhadap Produk Di Syarikat Maxcare Success Sdn. Bhd Skudai Centre. NOR Azliana Ramali

16. Analisa Dan Perarnalan Eksport Kayu Balak NegaraDengan Menggunakan Kaedah Box-Jenkins. Suryatie Binti Sidik

17. Kawalan Kualiti Penghasilan Majerin di Malaysia Palm oil Board (MPOB), Fazlie Mohd Kamaruzaman

18. Analisa dan Peramalan Kadar Bilangan Penumpang Mengikut Kelas diKTMB(Keretapi Tanah Melayu Berhad). Muslikhah Masbah

19. Analisa Dan Peramalan Import Dan Eksport Koko Negara Dengan Menggunakan Kaedah Box-Jenkins. Tuan Fadilah Bt Tuan Muhammad

20. Peramalan Kadar Kemasukan Pesakit ke Wad Hospital Besar Melaka Menggunakan Kaedah Box-Jenkins , Siti Hajar Bte Mohd Nasir

21. Faktor-faktor yang Mempengaruhi Kos kualiti dan Kesannya Terhadap Produktiviti: Analisa Data Persepsi Industri Pembuatan diMalaysia, Engku Noor Mariani Engku Rosly

22. Peramalan Kadar Bilangan Penumpang Syarikat Penumpang Syarikat Penerbangan Malaysai(MAS) di Kuala Lumpur, Johor Bharu dan Kuching. Ramadan Jamaludin

23. Teori Penyelidikan Operasi : Pengaplikasian Pengoptimuman Linear, Norazura Abd. Rahim

24. Peramalan Terhadap Bilangan Pesakit Mental Kajian kes: Hospital Permai, Johor Bharu. Siti Norein Othman

25. Sistem Kawalan Inventori DBD Enterprise Sdn. Bhd, Tiong Siew Yieng 26. Sistem Kawalan Inventori Bagi Kilang Kasut Kim Ming, Ho Sie Ting 27. Peramalan Terhadap bilangan Pesakit Mental. Kajian Kes: Hospital Permai Johor

Bharu, Siti Norein Othman 28. Sistem Kawalan Inventori bagi Kilang kasut Kim Ming, Hoe Sie Ting 29. Sistem Kawalan Inventori di DBD Enterprise Sdn. Bhd. Tiong Siew Yieng 30. Peramalan Kadar Bilangan Penumpang Syarikat Penumpang Syarikat Penerbangan

Malaysia (MAS) di Kuala Lumpur, Johor Bharu dan Kuching. Ramadan Jamaludin 31. Perancangan Keperluan Bahan (MRP) Berasaskan WEB Di NN Packaging (M) Sdn.

Bhd. 32. Sisrtem Kawalan Inventori Berasaskan Web Perusahaan Jamu Arjuna Sdn. Bhd. 33. Sistem Kawalan Inventori Berasaskan Web Di Informix Supply & Trading 34. Analisa Peramalan Bilangan Pelajar Bumiputra Yang Mengambil Aliran Sains Di

Sekolah Menengah Bagi Negeri Johor Kjian Kes: Daerah Muar 35. Analisa Peramlan Individu Di Dalam Kajian Terhadap Peramalan Pengedaran Tong-

Tong LPG(Liquofied-Petrol-Gas) Oleh Petronas Dagangan BHD. Bagi Kawasan Selatan Malaysia

36. Sistem Maklumat Laluan Terpendek Bagi Pengagihan Minyak Petrol Dan Diesel Syarikat Petronas Dagangan Berhad

37. Peramalan Harga Pasaran Saham Hewa Tai Industri Bhd. 38. Sistem Kawalan Inventori Berasaskan Web Di Syarikat M.C Motor& Cycle Supply

( Melaka ) Sdn. Bhd. 39. Sisterm Kawalan Kualiti Baja Di Kilang Baja Ismail Hj. Muda 40. Analisa Peramalan Siri Masa Bagi Harga Kopi Untuk Pasaran Komoditi Dunia Bagi

Pasaran Masa Hadapan 41. Analisa Dan Peramalan Jumlah Penduduk Malaysia 42. ISO 9000: Analisis Data Persepsi Organisasi Di Malaysia

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43. Peramalan Terhadap Kadar Penggunaan Tambak Johor (JBC) Kajian Kes: Plus Berhad

44. Sistem Keperluan Bahan Syarikat Rafflesia Food Sdn. Bhd 45. Sistem Kawalan Inventorki Penchala Trading(M) Sdn. Bhd. 46. Sistem Kawalan Inventori Tokon (M) Sdn. Bhd 47. Sistem Kawalan Inventori Berasaskan Web Bagi Sabasun Hyperruncit Sendirian

Berhad 48. Sistem Kawalan Inventori Berasaskan Web Di Aqidmatin Industries Sdn. Bhd. 49. Sistem Pengurusan Penyelengaraan Bagi Vertical Centrigfugel Pump P-850 Di Sykt

BASF(Malaysia) Sdn. Bhd. 50. Analisa Data Kenderaan Di Puspakom, Johor Bharu 51. Sistem Kawalan Inventori Berasaskan Web Di Hwa Hup Hardware & Plumbinng 52. Sistem Kawalan Inventori Sime Tyres (M) 53. Sistem Inventori Bagi BAM Serai Wangi Dengan Berasaskan Web 54. Sistem Kawalan Inventori Berasaskan Web Di CHIPPAC(M) Sdn. Bhd 55. Kawalan Robot Mitshubishi RV2AJ Berasaskan WEB 56. Sistem Pengklasifikasian Teknik Pensaizan Lot Satu Aras Menggunakan Rangkaian

Neural Buatan 57. Analisa dan Peramalan Eksport Kayu Balak Negara Dengan Menggunakan Kaedah

Box-Jenkins 58. Peramalan Kadar Kemasukan Pesakit Ke Wad Hospital Besar Melaka Menggunakan

Kaedah BJ . 59. Analisa dan Peramalan Import dan Eksport Koko Negara Dengan Menggunakan

Kaedah Box-Jenkins 60. Pengoptimuman Penggunaan Mata Alat Mesin Kawalan Berangka bagi Penghasilan

Produk Pingat UTM 61. Pengoptimuman Kod Kawalan Berangka Pembuatan Penyambung Logam 62. Sistem Pelan Perancangan Persampelan Bagi Pemeriksaan Kawalan Kualiti 63. Sistem Bantuan Penyelesaian bagi Peralatan Statistik Carta Garisan dibawah Prinsip

TQM 64. Sistem Maklumat Inventori Berasaskan Web di Kedai The Royal Mint Exchange

Sdn. Bhd. Caw. Putrajaya. 65. Perbandingan dan Pengoptimuman Penggunaan Mata Alat Mesin Kawalan

Berangka bagi Penghasilan Produk “ Sport Rim” 66. Perbandingan dan Pengoptimuman Penggunaan Mata Alat Mesin Kawalan

Berangka bagi Penghasilan Produk Buah Catur Castle. 67. Penyimpanan Lukisan Lengkung NURBS dalam format STEP 68. Analisa Peramalan Pesakit Buah Pinggang Yang Menjalani Rawatan Dialisis Di

Kump. Perubatan Penawar 69. Peramalan Penggunaan Perkhidmatan Pembayaran Pos Malaysia Batu Pahat 70. Analisa dan Peramalan Terhadap Indeks Yang terdapat Di Bursa Malaysia, Kuala

Lumpur 71. Analisa Peramalan Terhadap Permintaan Speaker Keluaran Advanced Sound

Products Menggunakan Kaedah Rangkaian Neural 72. Sistem Kawalan Inventori Bagi Pusat Stor Bendahari UTM 73. Sistem Maklumat Pengurusan Penyelenggaraan Jentolak di JICOM Sdn. Bhd. 74. Simulasi Prestasi Pemprosesan Surat Di Pusat Mel JB 75. Penjadualan Staf Putra LRT, SPNB 76. Peramalan Pendapatan TV2 dan Radio Menggunakan Kaedah Rangkaian Neural

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COMMITTEE

1. Chairman for Master Thesis Viva, May 2015, 16, 17 2. Chairman for Master Thesis Viva, April 2015 3. Pengarah for task force Three Minute Thesis 2015 (3MT2015)–faculty level, 25feb 2015 4. Vice President For PARS 2015, 26-28 Oct 2015 5. Coordinator for PhD Programme Faculty of Computing 1st Oct 2013- 30 Sept 2015 6. Coordinator for PhD Programme Faculty of Computing 7. ISI Short Term Research Grant Proposal Evaluater, April 2014 8. Coordinator for Subject C-programming language 9. Evaluation Panel for FRGS Application , MOHE, Phase 1 and II, 2014 10. Evaluation Panel for TRGS Application , MOHE, Phase 1 2014 11. PANEL PENILAI DALAM BENGKEL PENILAIAN PROPOSAL SCIENCEFUND (K-

EKONOMI), 1/2014 12. Evaluation Panel for FRGS Application , MOHE, Phase 1 , 2015 13. Evaluation Panel for FRGS Application, MOHE, Aug 2013 14. Member of for Quality Faculty Commitee, 2013 15. Coordinator for “Programming Technique” session 2013/2014-1 16. Interviewer panel for How to Get Yourself Employed (HTGYE),2012 17. Invited Speaker for “Peluang menyambung MSc di FSKSM” for CICT staffs. 18. Chairs for Innovative Soft Computing & Intelligent Systems Towards Safer and Greener

Earth (ISCIS 2012) 19. Book Chapter’s Editor For “Soft Computing Application in Industry” 20. Committee for UROP- Undergraduate Research Opportunity Programmne, 2012&2013 21. Task force for UROP documentation preparation -2011 22. Evaluator for Research Proposal (FRGS, ERGS), 2011 and 2012 23. Evaluator For Monitoring Research Performance ( FRGS, Short-Term), April 2011 24. Panel for PSM evaluation committee 25. Committee for “Majlis makan malam Alumni ISK_FSKSM-2011” 26. Facilitator for Research and Journal writing workshop (SCRG), 28th Oct – 29th Oct, 2010 27. ICRIIS11-International Conference on Research and Innovation In Information Systems 28. Committee members for Seminar PARS_SCRG ,SCRG,FSKSM,UTM

29. Technical committee for The Third Conference On Data Mining And Optimization 2011 (DMO) UKM and IEEE Malaysia and IEEE Computer Society

30. Technical committee for IVIC 2011 , UKM ANTARABANGSA 31. Evaluator and examiner for SCRG PARS 2011 32. PENGERUSI, PERSIDANGAN Seminar PARS SCRG INB Resort, Melaka 33. Subject Coordinator for Computaional Maths ( Sem 2010/2011-2) 34. Committee for First Year Experience ( 2011-2013) 35. Coordinator for FSKSM library ( 2011-2013) 36. Editorial ICT Area for IJIC , FSKSM, UTM 37. Editor for Computing Research Methodology Handbook, 2010 38. Committee member for Student advisor (2010-2012) 39. Subject coordinator for discrete structure (Sem 2010/2011-1) 40. Task force for COPPA Document Preparation (2010-22 Feb 2011) 41. Deputy Chairman for Viva-voice – PhD -2011 42. Panel interviewer for “How to Get Yourself Employ”, 2007 43. Ketua pengawas peperiksaan akhir ( kaedah berangka) 44. Committee Member – BIOC05 45. Committee Member – Publications (2004-2005) 46. Committee Member for Degree ++ for PPI department (SPSS) 47. Coordinator for Subject Qualitative Methods 48. Coordinator for Subject Numerical Methods (2004/05:1) 49. Coordinator for Subject Numerical Methods(2004/05:2) 50. Reviewer extended abstracts for BIC05

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51. Reviewer abstracts for cogramm’02 52. Committee Member – MADICT 2004: Repporteur 53. Committee Member- Panel Kelulusan Tajuk Sarjana Kerja Kursus (PPI) : 2005/06-1 54. Committee Member- Panel Kelulusan Tajuk PSM 1(2001-2004) 55. Chairman for PSM 1 and PSM 2 ( 2000-2004) 56. Committee Member – Cogramm (2002) 57. Committee Member - Persatuan Sains Matematik Malaysia (PERSAMA) 58. Committee Member - Publication, FSKSM ( 15hb Oct. 2002 – 14hb Oct, 2004) 59. Committee Member – Industrial Training (8 Aug,2000 - 8hb Aug, 2002) 60. Committee Member- Publication ( 2002-2003) 61. Coordinator for Subject C (Space)- Semester II – sessi 2001/2002 62. Committee Member - Industrial Training (15hb. July, 1995 - 1hb. May, 1997) 63. Committee Member - Projek Pembangunan Prototaip Siber Kampus (27hb. Feb.1997) 64. Committee Member – NITC Conference(1hb-3hb. Nov.1995) 65. Committee Member - Seminar EDPAC( 27hb-28hb. April,1992) 66. Committee Member- Seminar Islam Dan Komputer( 5-8 Aug,1994 dan 17-18 Aug,1992) 67. Committee Member- Seminar MSORSM(27 - 28 July,1992) 68. Committee Member- Kuiz Berkomputer Antara Universiti ( 30-31 Aug,1992) 69. Committee Member- Analytical Computing and optimization 70. Commitee Member – Kolokium Fakulti -1992 71. Committee Member – Hari Terbuka Fakulti dan Konvokesye UTM, 1994 72. Committee Member-Percetakan & Kemudahan Seminar Keb. Etika Profesional, 92. 73. Committee Member – Secretary for soft computing research group 74. Committee Member- Seminar MSORSM ,1992

SEMINAR/CONFERENCE/SYMPOSIUM 1. Bengkel Pemantapan Kurikulum Siswazah, Ogos 2013 2. Kursus Introduction to Bee Algorithm application, FSKSM, August 2013 3. Kursus “2-Day Course On Computational Intelligence And Soft Computing For

Engineering And Business Applications On 17 & 18 Dec 2012 4. Kursus pengajaran tahun 1, Jun 2012 5. Kursus Penasihatan Akademik Kanan, April 2012 6. Bengkel Perancangan Strategik Jabatan Pemodelan dan Pengkomputeran Industri March 10-11, 2011 7. PraBengkel PPI, 28 Feb 2011 8. Bengkel Pemantapan Pengurusan & Penyeliaan Pelaja Pasca Siswazah, FSKSM, 27-

29 Mei,2011, Legenda Resort, Cherating Pahang 9. Workshop on the Implementation of OBE-Based Assessment , 25 April 2011 10. Simposium Sains Matematik Malaysia 16 , 2008, Kota Bharu Kelantan 11. 8th Int. conf on Int. Syst Design and App(ISDA 2008) , Kaoh Siung City, 26-28th

Nov, 2008 12. 2nd Asia International Conf. On Modeling and Simulation (AMS 2008), 13-15

May, 2008 13. Tutorial on Hybrid Soft Computing: Reviews, Architectures and Perpectives, 30th

Nov-1st Dec 2007, Seminar Hall,FSKSM,UTM 14. Simposium Kebangsaan Sains Matematik ke-16, 3-5hb Jun 2008. 15. Tutorial on Particle Swarm Optimization, 1st Nov- 5th Nov 2007, Seminar Hall,

FSKSM 16. FSKSM Postgraduate Annual resrach Seminar (PARS’06) 17. FSKSM Postgraduate Annual resrach Seminar (PARS’07)

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18. FSKSM Postgraduate Annual resrach Seminar (PARS’08) 19. FSKSM Postgraduate Annual resrach Seminar (PARS’08) 20. 1st International Workshop on Hybrid Soft Computing in Engineering, ICT and

Social Science 2007, Sofitel Palm Resort, 3rd Dec 2007 21. Kursus Pengajaran Menggunakan Teknologi Untuk Staf Akademik UTM, 10th -11th ,

Jan, 2005 22. Simposium Kebangsaan Sains Matematik ke 13, 2005 23. Kursus Penyuntingan, Dewan seminar 1, SPS, UTM, 2nd -4th Mac,2005 24. Bengkel Quality Assurance Program Pengajian Siswazah, 8hb.Jan,2005. 25. Simposium Kebangsaan Sains Matematik ke-13, 31st May-2nd June,2005 26. 4 days Profesional Course in Information Retrieval 2003 (PCIR’03), 30th . Dis-2nd

Jan,2004 27. Instructional English in Computer Science, 1st -4th June,2004 28. Bengkel Penilaian Pengajaran Pusat Kerjasama UTM, 24th . Sept,2004 29. Bengkel Pemantapan Pengurusan Pengajian Siswazah, 7th Okt,2004 30. SeminarMSc. IT Manufacturing , 9th . Oct,2004 31. Overview of SPSS 12.0 and Clementime 8.0,FSKSM, UTM, 4th Oct. 2004 32. Seminar Kebangsaan Sains Pemutusan 15th – 17th Dis,2004 33. Kursus Tahap Kecekapan Pensyarah, TK4, Pusat Pengajian Siswazah, UTM,2004. 34. MADDICT, Hotel Pan Pacific, Johor Bharu, 2004 35. Bengkel Kecermelangan Pengajaran,Starhill Golf & Country Club,

Kempas,Johor.,8 August,2001 36. Kursus Pengurusan Dan Penasihatan Pelajar,.Starhill Golf & Country

Club,Kempas, Johor., 21- 22 June, 2001 37. Kursus Inteligent Soft Computing, Park Royal Hotel,KL,5-6, November,2001 38. Kursus Kecermelangan Diri dan Organisasi, Desaru, Johor Bharu,13th – 16th

May,2002 39. Bengkel Polisi dan R&D FSKSM, Bilik Jamuan, Bangunan Pentadbiran,16th Augt,

2002 40. Data Mining : Practical Machine Learning Tools and Techniques, Century Novotel,

Kuala Lumpur,23rd and 24th September, 2002 41. Bengkel Penulisan Jurnal 1, Bilik Bestari, FSKSM, UTM, 24th . March, 2003 42. Data Analysis Using SPSS,Department of Modelling and Industrial Computing &

SCRG,FSKSM, UTM,21-22/3/2003 43. Bengkel Pembinaan Portfolio Pengajaran,Sofitel Palm Resort, Senai,Johor,14-15

April,2003. 44. Seminar Kumpulan Fokus Aerospace , IT and Communications, The Puteri Pan

Pacific, Johor Bharu, 7th May, 2003 45. Bengkel Hala Tuju Penyelidikan FSKSM, Dewan Seminar, Blok D07, Aras 4, 21-22

April, 2003 46. Bengkel Penulisan Jurnal 2, Dewan Jamuan, UTM, Skudai, 27th May 03. 47. 4 Days Profesional Course in Information Retrieval 2003 (PCIR’03), Hyatt

Regency Hotel, Johor Bharu, 30th Dec-2 Jan, 2004 48. Kursus Pengajaran Pensyarah, UTM, Kuala Lumpur, 1992 49. Kursus SAS, UTM, Pusat Komputer, UTM, Kuala Lumpur, 1993 50. Kursus Hypercad & Operating System 7, Apple Centre Kuala Lumpur, 4-5

Nov,1992 51. Kursus : 4th Dimension Level I training, Uniphone Sdn. Bhd., Apple Division,

Kuala Lumpur, 1993. 52. Kursus Penggunaan Profs, Pusat Komputer, Kuala Lumpur, 1993

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53. Kursus C++ & Object Oriented, Pusat Komputer, UTM, Kuala Lumpur, 1999 54. Kursus Unix , Makmal Akademik, UTM, Skudai, 1992 55. Kursus Bina Negara, Kem Bina Semangat, Pulau Langkawi, 1993 56. Kursus Pengenalan Kepada Visual Basic, UTM, Skudai, 1994 57. Kursus Page Maker Ver. 4.2, Pusat Komputer, UTM, 1993 58. Kursus ORACLE-SQL, Fakulti Sains Komputer & Sistem Maklumat, Kuala

Lumpur,1992 59. Kursus Clipper 5.2., Pusat Komputer, UTM, 1994. 60. Kursus Penyelenggaraan dan Pengoperasian Sistem Pembuatan Mini(Robot,HMI

&PLC), Makmal Komputeran Industri, 8-10 May, 2001 61. Kursus Kaedah Penyelidikan, Dewan Jumaah, UTM, Skudai, 21/4/ - 20/5/1997 62. OR : The Essential Tool For 2020,MSORSM (Management Science/Operations

Research Society In Malaysia. ) Oditorium Muzium Elektrik, UTM, Kuala Lumpur.27 - 28 July,1992

63. Seminar Penilaian IRPA, Muzium Elektrik,UTM,KL, 1992 64. Seminar Info Tech, FSKSM,UTM,Skudai, 1 - 3 November,1995 65. Persidangan Terjemahan, Hotel Hyatt Regency, 1995