Advances in Intelligent Systems and Computing

Volume 614

Series editor

Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Polande-mail: kacprzyk@ibspan.waw.pl

About this Series

The series “Advances in Intelligent Systems and Computing” contains publications on theory,applications, and design methods of Intelligent Systems and Intelligent Computing. Virtuallyall disciplines such as engineering, natural sciences, computer and information science, ICT,economics, business, e-commerce, environment, healthcare, life science are covered. The listof topics spans all the areas of modern intelligent systems and computing.

The publications within “Advances in Intelligent Systems and Computing” are primarilytextbooks and proceedings of important conferences, symposia and congresses. They coversignificant recent developments in the field, both of a foundational and applicable character.An important characteristic feature of the series is the short publication time and world-widedistribution. This permits a rapid and broad dissemination of research results.

Advisory Board

Chairman

Nikhil R. Pal, Indian Statistical Institute, Kolkata, India

e-mail: nikhil@isical.ac.in

Members

Rafael Bello Perez, Universidad Central “Marta Abreu” de Las Villas, Santa Clara, Cuba

e-mail: rbellop@uclv.edu.cu

Emilio S. Corchado, University of Salamanca, Salamanca, Spain

e-mail: escorchado@usal.es

Hani Hagras, University of Essex, Colchester, UK

e-mail: hani@essex.ac.uk

László T. Kóczy, Széchenyi István University, Győr, Hungarye-mail: koczy@sze.hu

Vladik Kreinovich, University of Texas at El Paso, El Paso, USA

e-mail: vladik@utep.edu

Chin-Teng Lin, National Chiao Tung University, Hsinchu, Taiwan

e-mail: ctlin@mail.nctu.edu.tw

Jie Lu, University of Technology, Sydney, Australia

e-mail: Jie.Lu@uts.edu.au

Patricia Melin, Tijuana Institute of Technology, Tijuana, Mexico

e-mail: epmelin@hafsamx.org

Nadia Nedjah, State University of Rio de Janeiro, Rio de Janeiro, Brazil

e-mail: nadia@eng.uerj.br

Ngoc Thanh Nguyen, Wroclaw University of Technology, Wroclaw, Poland

e-mail: Ngoc-Thanh.Nguyen@pwr.edu.pl

Jun Wang, The Chinese University of Hong Kong, Shatin, Hong Kong

e-mail: jwang@mae.cuhk.edu.hk

More information about this series at http://www.springer.com/series/11156

Ajith Abraham • Aswani Kumar CherukuriAna Maria Madureira • Azah Kamilah MudaEditors

Proceedings of the EighthInternational Conferenceon Soft Computingand Pattern Recognition(SoCPaR 2016)

123

EditorsAjith AbrahamScientific Network for Innovationand Research

Machine Intelligence Research Labs(MIR Labs)

Auburn, WAUSA

Aswani Kumar CherukuriVIT UniversityVellore, Tamil NaduIndia

Ana Maria MadureiraSchool of EngineeringPolytechnic of Porto (ISEP/IPP)PortoPortugal

Azah Kamilah MudaUniversiti Teknikal Malaysia MelakaDurian TunggalMalaysia

ISSN 2194-5357 ISSN 2194-5365 (electronic)Advances in Intelligent Systems and ComputingISBN 978-3-319-60617-0 ISBN 978-3-319-60618-7 (eBook)DOI 10.1007/978-3-319-60618-7

Library of Congress Control Number: 2017951304

© Springer International Publishing AG 2018This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or partof the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations,recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmissionor information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilarmethodology now known or hereafter developed.The use of general descriptive names, registered names, trademarks, service marks, etc. in thispublication does not imply, even in the absence of a specific statement, that such names are exempt fromthe relevant protective laws and regulations and therefore free for general use.The publisher, the authors and the editors are safe to assume that the advice and information in thisbook are believed to be true and accurate at the date of publication. Neither the publisher nor theauthors or the editors give a warranty, express or implied, with respect to the material contained herein orfor any errors or omissions that may have been made. The publisher remains neutral with regard tojurisdictional claims in published maps and institutional affiliations.

Printed on acid-free paper

This Springer imprint is published by Springer NatureThe registered company is Springer International Publishing AGThe registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland

SoCPaR 2016 - Welcome Messagefrom General Chairs

On behalf of the Conference Organization Committee, it is our pleasure to welcomeyou to the Eighth International Conference on Soft Computing and PatternRecognition (SoCPaR 2016) and Eighth International Conference onComputational Aspects of Social Networks (CASoN 2016) held at VIT University,Vellore, India, during December 19–21, 2016.

Following past Seven SoCPaR–CASoN conference series, these events areorganized to provide a forum for researchers, engineers, and students from all overthe world and to discuss the state of the art in soft computing, pattern recognition,and social networks, for exchanging knowledge that encompasses a broad range ofdisciplines among various distinct communities.

We would like to express our appreciation to all the authors who submitted theirpapers from over 15 countries. This wide spread of authors in the world is worthyof the international conference. Thanks to voluntary efforts of program committeemembers and local arrangement team. SoCPaR–CASoN 2016 received 120 +submissions. Each paper was sent to 5 independent referees, and thanks to thestrong efforts of the International Program Committee, 70 papers have beenaccepted for presentation at the conference.

SoCPaR–CASoN 2016 was co-sponsored and organized by the MachineIntelligence Research Labs (MIR Labs) and VIT University, Vellore, India.SoCPaR–CASoN 2016 was successful due to the contributions of many volunteersand organizations. We would like to thank all the authors for submitting theirpapers and conference attendees for their presentations and discussions. We aregrateful to the three plenary speakers.

Gerardo Rubino, Inria, FranceTitle: Perceptual Quality Estimation: Machine Learning and Big Data Problems

Layth Sliman, EFREI, FranceTitle: On IoT as a Service Security: Business and Service Perspectives

Srinivas Padmanabhuni, Tarah Technologies, IndiaTitle: Artificial Intelligence Comes of Age: Business Imperatives

v

We also would like to thank members of our organization committee, programcommittee chair, local organizing and publicity committee for their hard work.

Ajith AbrahamGeneral Chairs

Aswani Kumar CherukuriGeneral Chairs

vi SoCPaR 2016 - Welcome Message from General Chairs

SoCPaR 2016 Conference Organization

Chief Patron

G. Viswanathan VIT University

Patrons

Sanakar Viswanathan VIT UniversitySekar Viswanathan VIT UniversityG.V. Selvam VIT University

Advisors

Anand A. Samuel VIT UniversityV. Raju VIT University, VelloreS. Narayanan VIT University, Vellore

General Chairs

Ajith Abraham Machine Intelligence Research Labs (MIR Labs),USA

Aswani Kumar Cherukuri VIT University, India

Program Chair

Ana Maria Madureira Instituto Superior de Engenharia do Porto,Portugal

vii

Publication Chair

Azah Kamilah Muda Universiti Teknikal Malaysia Melaka, Malaysia

Web Master

Kun Ma University of Jinan, China

Local Organizing Committee

Local Advisory Committee

Arunkumar T. VIT University, IndiaVaidhehi Vijayakumar VIT University, IndiaDinakaran VIT University, IndiaDurai Raj Vincent VIT University, IndiaPrabukumar VIT University, IndiaValarmathi VIT University, IndiaAjit Kumar Santra VIT University, IndiaBimal Kumar Ray VIT University, IndiaGanesan K. VIT University, IndiaHari Ram Vishwakarma VIT University, IndiaSaravanan R. VIT University, IndiaDaphne Lopez VIT University, IndiaShantharajah S.P. VIT University, IndiaSubha S. VIT University, India

Local Organizing Chair

E. Sathiyamoorthy VIT University, India

Finance Committee

J. Gitanjali VIT University, IndiaK. Arivuselvan VIT University, India

viii SoCPaR 2016 Conference Organization

Sponsorship Committee

Prabu J. VIT University, IndiaLakshmi Priya G.G. VIT University, IndiaManikandan K. VIT University, IndiaR. Vijay Anand VIT University, India

Registration Committee

Agilandeeswari L. VIT University, IndiaGunasekaran VIT University, IndiaPrasanna S. VIT University, IndiaSuba Shanthini S. VIT University, India

Hospitality & Guest Care Committee

G. Jagadeesh VIT University, IndiaThanapal P. VIT University, IndiaRajesh Kaluri VIT University, IndiaNancy Victor VIT University, IndiaSrinivasa Koppu VIT University, India

Event Management Committee

Srinivasa Perumal VIT University, IndiaR. Sujatha VIT University, IndiaSwarna Priya R.M. VIT University, IndiaAsha Jerlin M. VIT University, IndiaNithya S. VIT University, IndiaAarthy S.L. VIT University, IndiaJeyakumar S. VIT University, India

Printing Committee

Chandramouliswaran S. VIT University, IndiaPrabadevi B. VIT University, IndiaDeepa N. VIT University, India

SoCPaR 2016 Conference Organization ix

Technical Program Committee

Agostino Gibaldi Università Degli Studi Di Genova, ItalyAnan Banharnsakun King Mongkut’s University of Technology

Thonburi, ThailandAnand Bhojan NUS, SingaporeAndrew L. Nelson Androtics LLC, USAAntonio LaTorre Universidad Politécnica de Madrid, SpainAzah Kamilah Muda Universiti Teknikal Malaysia Melaka, MalaysiaBahareh Asadi Islamic Azad University, IranBing Xue Victoria University of Wellington, New ZealandCarlos Alberto Ochoa Ortiz Universidad Autónoma de Ciudad Juárez,

MexicoCarlos Fernandez Llatas Universidad Politecnica de Valencia, SpainCarlos Pereira Instituto Superior de Engenharia de Coimbra,

PortugalCerasela Crisan “Vasile Alecsandri” University of Bacau,

RomaniaChao Chun Chen Southern Taiwan University of Science

and Technology, TaiwanChi Kin Chow University of Hong Kong, ChinaChien Sing Lee Universiti Tunku Abdul Rahman, MalaysiaChin Chen Chang Feng Chia University, TaiwanChintan Bhatt Charotar University of Science and Technology,

IndiaChun Wei Lin National University of Kaohsiung, TaiwanClerc Maurice Independent Consultant on Optimisation, FranceDalia Kriksciuniene Vilnius University, LithuaniaDanail Dochev Institute of information and communication

technologies, BulgariaDaniela Zaharie West University of Timisoara, RomaniaDiaf Moussa Université Mouloud Mammeri, AlgeriaDilip Pratihar Indian Institute of Technology Roorkee, IndiaDominique Laurent Université Cergy-Pontoise, FranceEduardo Solteiro Pires University of Trás-os-Montes and Alto Douro,

PortugalEfrén Mezura Montes Universidad Veracruzana, MexicoEiji Uchino Yamaguchi University, JapanEliska Ochodkova VSB-Technical University of Ostrava,

Czech RepublicElizabeth Goldbarg Universidade Federal do Rio Grande do Norte,

BrazilElpida Tzafestas University of Athens, Greece

x SoCPaR 2016 Conference Organization

El-Sayed M. El-Alfy King Fahd University of Petroleum and Minerals,Saudi Arabia

Ender Ozcan University of Nottingham, UKEulalia Szmidt Systems Research Institute Polish Academy

of Sciences, PolandFady Alnajjar RIKEN Brain Science Institute, JapanFernando Jimenez University of Murcia, SpainFrancisco Chicano Universidad de Málaga, SpainFrancisco Escolano Universidad de Alicante, SpainGai Ge Wang Jiangsu Normal University, ChinaGeorge Georgiev University of Wisconsin Oshkosh, USAGeorge Papakostas Democritus University of Thrace, GreeceGeorgy Sofronov Macquarie University, AustraliaGiancarlo Mauri Università di Milano Bicocca, ItalyGirijesh Prasad University of Ulster, UKGregg Vesonder AT&T Labs-Research, USAHabib M. Kammoun Université de Sfax, TunisiaHafiz Zakaria Universiti Teknikal Malaysia Melaka, MalaysiaHaikal Elabed Technische Universität Braunschweig, GermanyHeder Bernardino Universidade Federal de Juiz de Fora, BrazilHirosato Seki Kwansei Gakuin University, JapanHolger Morgenstern Sachverstaendigenbuero Morgenstern, GermanyHongwei Mo Harbin Engineering University, ChinaI.G.P. Asto Buditjahjanto Universitas Negeri Surabaya, IndonesiaIlhem Kallel École Nationale d’Ingénieurs de Sfax, TunisiaIrene Moser Swinburne University of Technology, AustraliaIsaac Chairez Instituto Politécnico Nacional, MexicoIvo Pereira Instituto Politécnico do Porto, PortugalJasminka Dobsa University of Zagreb, CroatiaJavier Bajo Universidad de Salamanca, SpainJean Loup Guillaume Université de La Rochelle, FranceJee Hou Ho The University of Nottingham Malaysia Campus,

MalaysiaJeffrey Strickland Humalytica Analytics, USAJer Lang Hong Taylors University, MalaysiaJerzy Grzymala Busse University of Kansas, USAJinhai Li Kunming University of Science and Technology,

ChinaJoão Calado Instituto Superior de Engenharia de Lisboa,

PortugalJoão Paulo Pereira Instituto Superior de Engenharia do Porto,

PortugalJorge Bernardino Instituto Superior de Engenharia de Coimbra,

Portugal

SoCPaR 2016 Conference Organization xi

Jose Carlos Ortiz Bayliss Instituto Tecnológico y de Estudios Superioresde Monterrey, Mexico

José Ramón Villar University of Oviedo, SpainJose Santos Universidad de A Coruña, SpainJose Tenreiro Machado Instituto Superior de Engenharia do Porto,

PortugalJosé Valente De Oliveira Universidade do Algarve, PortugalJoseph Alexander Brown University of Guelph, CanadaJulio Cesar Nievola Pontifícia Universidade Católica do Paraná,

BrazilJulio Ponce Universidad Autónoma de Aguascalientes,

MexicoJunzo Watada Waseda University, JapanK. Mustafa Jamia Millia Islamia, IndiaKang Tai Nanyang Technological University, SingaporeKarthigayan Muthukaruppan Manipal International University, MalaysiaKatsuhiro Honda Osaka Prefecture University, JapanKeun Ho Ryu Chungbuk National University, South KoreaKim Chuan Lim Universiti Teknikal Malaysia Melaka, MalaysiaKorhan Karabulut Yaşar Üniversitesi, TurkeyKyriakos Kritikos Foundation for Research and Technology

(FORTH) Hellas, GreeceLaszlo Koczy Budapest University of Technology, HungaryLaurence Amaral Universidade Federal de Uberlândia, BrazilLaurence T. Yang St. Francis Xavier University, CanadaLaurent Heutte Université de Rouen, FranceLee Chang Yong Kongju National University, South KoreaLeocadio G. Casado University of Almería, SpainLeon Wang National University of Kaohsiung, TaiwanLeonilde Varela Universidade do Minho, PortugalLian Liu University of Kentucky, USALiliana Ironi Consiglio Nazionale delle Ricerche, ItalyLong Thành Ngô Le Quy Don Technical University, VietnamLoo Chu Kiong University of Malaya, MalaysiaLudwig Simone North Dakota State University, USALuigi Troiano University of Sannio, ItalyLuis Coelho Instituto Politécnico do Porto, PortugalLuis Hernandez Encinas Institute of Applied Physics (CSIC), SpainM. Fatih Tasgetiren Yaşar Üniversitesi, TurkeyM. Mukesh Raghuwanshi Rajiv Gandhi College of Engineering

and Research Nagpur, IndiaMajid Bakhtiari Universiti Teknologi Malaysia, MalaysiaMan Leung Wong Lingnan University, ChinaMansaf Alam Jamia Millia Islamia, IndiaManuel Graña The University of the Basque Country, Spain

xii SoCPaR 2016 Conference Organization

Marco Cococcioni University of Pisa, ItalyMaria Nicoletti Universidade Federal de São Carlos, BrazilMark Embrechts Rensselaer Polytechnic Institute, USAMatthias Becker Leibniz Universität Hannover, GermanyMengjie Zhang Victoria University of Wellington, New ZealandMichael Blumenstein Griffith University, AustraliaMichal Wozniak Wroclaw University of Technology, PolandMiguel Rocha Universidade do Minho, PortugalMourad Zaied Université de Sfax, TunisiaMrutyunjaya Panda Gandhi Institute for Technological Advancement,

IndiaMuhammad Ghifary Victoria University of Wellington, New ZealandMuhammad Sarfraz Kuwait University, KuwaitNaim Hanapi Universiti Teknikal Malaysia Melaka, MalaysiaNajoua Ben Amara Ecole Nationale d’Ingénieurs de Sousse, TunisiaNessrine Baklouti Université de Sfax, TunisiaOndrej Matustik University of Economics, Czech RepublicOtoniel Lopez Granado Miguel Hernandez University, SpainRadu Codrut David Politehnica University of Timisoara, RomaniaRafael Corchuelo Universidad de Sevilla, SpainRafael Falcon University of Ottawa, CanadaRamsuri Narayanam IBM, IndiaRyotaro Kamimura Tokai University, JapanSebastian Basterrech VSB-Technical University of Ostrava,

Czech RepublicShing Chiang Tan Multimedia University, MalaysiaSomnuk Phon Amnuaisuk Institut Teknologi Brunei, BruneiSung Bae Cho Yonsei University, South KoreaSuresh Satapathy ANITS, IndiaThomas Hanne University of Applied Sciences Northwestern

Switzerland, SwitzerlandTzung Pei Hong National University of Kaohsiung, TaiwanWei Chiang Hong Oriental Institute of Technology, TaiwanWladyslaw Homenda Warsaw University of Technology, PolandWu Chih Hu National Penghu University of Science and

Technology, TaiwanYi Mei RMIT University, AustraliaYing Ping Chen National Chiao Tung University, TaiwanYuan Haibin Beihang University, ChinaYun Huoy Choo Universiti Teknikal Malaysia Melaka, MalaysiaYusuke Nojima Osaka Prefecture University, Japan

SoCPaR 2016 Conference Organization xiii

Organized by

xiv SoCPaR 2016 Conference Organization

Contents

Toward Real-Time High-Frequency Stock Monitoring SystemUsing Node.js. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1Hao Qu, Kun Ma, Zhe Yang, Xuewei Niu, and Ajith Abraham

Sensitivity Analysis on Effect of Biomechanical Factorsfor Classifying Vertebral Deformities . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11Jiyo S. Athertya and Gurunathan Saravana Kumar

Soft Feature Based Personal Recognition . . . . . . . . . . . . . . . . . . . . . . . . . 22Sujata Kulkarni, Ranjana Raut, and Udhav Bhosle

Smart Manufacturing Through Sensor Based EfficiencyMonitoring System (SBEMS) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 34V. Balaji, P. Venkumar, M.S. Sabitha, S. Vijayalakshmi,and R.M. Rathikaa Sre

CCCa Framework - Classification System in Big Data Environmentwith Clustering and Cache Concepts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 44Sabitha Malli Subramanian, S. Vijayalakshmi, Balaji Venkataraman,P. Venkumar, and R.M. Rathikaa Sre

A New Form of Fuzzy Reasoning Tool to Ensure Both Accuracyand Readability . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 54Sayan Ghosh, Ayananta Das, and Dilip Kumar Pratihar

A Novel Edge Based Image Steganography Technique . . . . . . . . . . . . . . 66K.R. Seeja, Jyoti Rana, Srishti Priya, and Latika Ahuja

RDE - Reconstructed Mutation Strategy for DifferentialEvolution Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 76Meera Ramadas, Ajith Abraham, and Sushil Kumar

Predicting Mobile Application Ratings Using ArtificialNeural Network. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 86Mehul Smriti Raje

xv

Dimensionality Reduction of SIFT Descriptor Using VectorDecomposition for Image Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . 94Dhirendra Kumar and Ramesh Kumar Agrawal

A Comparative Analysis of the Different Data Mining Toolsby Using Supervised Learning Algorithms . . . . . . . . . . . . . . . . . . . . . . . . 105Akarsh Goyal, Ishan Khandelwal, Rahul Anand, Anan Srivastava,and P. Swarnalatha

A Well Organized Phrase-Based Document ClusteringUsing ASCII Values and Adjacency List. . . . . . . . . . . . . . . . . . . . . . . . . . 113Srikanth Lukka and Rizwana Shaik

Reconstruction of 3-Dimensional Scenes Using Depth from Defocusand Artificial Neural Networks Trained on Fractals . . . . . . . . . . . . . . . . 121Kevin Joseph and Alex Noel Joseph Raj

Performance Comparison Between Apache Hive and Oracle SQLfor Big Data Analytics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 130Rotsnarani Sethy, Santosh Kumar Dash, and Mrutyunjaya Panda

Design of Wide Beam Hexagonal Shaped Circularly PolarizedPatch Antenna for WLAN Application . . . . . . . . . . . . . . . . . . . . . . . . . . . 142M. Saravanan and M.J.S. Rangachar

Forecasting Data Center Resource Usage: An ExperimentalComparison with Time-Series Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . 151Somnath Mazumdar and Anoop S. Kumar

Advanced Deep Neural Networks for Pattern Recognition:An Experimental Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 166Jayashree Padmanabhan and J. Melvin Jose Premkumar

Security Enabled Cluster Head Selection for Wireless SensorNetwork Using Improved Firefly Optimization . . . . . . . . . . . . . . . . . . . . . 176Achyut Shankar and N. Jaisankar

Geometric Programming: Chaperoning the Optimizationof Symmetric FinFET Circuits . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 193Magnanil Goswami

Solving Machine Part Cell Formation Problem Using GeneticAlgorithm Based Evolutionary Computing . . . . . . . . . . . . . . . . . . . . . . . . 203N. Sowmiya, B. Valarmathi, and N. Srinivasa Gupta

Thermal IR Face Recognition Using Zernike Moments and MultiLayer Perceptron Neural Network (MLPNN) Classifier . . . . . . . . . . . . . 213Vijayalakshmi G.V. Mahesh, Alex Noel Joseph Raj,and P. Arulmozhivarman

xvi Contents

DWT Based Source Localization Using Microphone Array. . . . . . . . . . . 223Manoj Kumar Mukul

Prevention of Illegal Content Sharing in Peer to Peer Systems . . . . . . . . 234Suma Latha Gopathoti and Vasanthi Mantri

Towards Designing a Framework for Practical Keystroke DynamicsBased Authentication . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 242Shivani Payal, Bhushan Garware, and Shubhangi Kelkar

Exudates in Detection and Classification of Diabetic Retinopathy. . . . . . 252R. Vanithamani and R. Renee Christina

Anomaly-Based Network Intrusion Detection:An Outlier Detection Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 262Neeraj Kumar and Upendra Kumar

Assessment of Speech Denoising using a Perceptual Measure-PESQ . . .. . . . 270R. Dhivya and Judith Justin

Software Defect Prediction Using Augmented Bayesian Networks . . . . . 279K. Muthukumaran, Suri Srinivas, Aruna Malapati,and Lalita Bhanu Murthy Neti

Deep Learning Approach for Recognition of HandwrittenKannada Numerals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 294Anirudh Ganesh, Ashwin R. Jadhav, and K.A. Cibi Pragadeesh

Unsupervised Learning Based Static Hand Gesture Recognitionfrom RGB-D Sensor . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 304Bindu Verma and Ayesha Choudhary

A Cloud Based Environment for Big Data Analytics in Healthcare . . . .. . . . 315Ritu Chauhan, Rajesh Jangade, and Vimal K. Mudunuru

Performance Evaluation of Proposed Secured Minimum DelayRouting Protocol (SMDRP) in Vehicular Adhoc Network . . . . . . . . . . . . 322V. Viswacheda Duduku, Ali Chekima, and Jamal Ahmed Dargham

Design and Evaluation of Reinforcement Learning Based AI Agent:A Case Study in Gaming . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 330P. Jayashree and K. Ramakrishnan

Natural Image Interpolation Using Extreme Learning Machine . . . . . . . 340Aman Dubey, Akshay Lohiya, Vishwajeet Narwal, Abhinash Kumar Jha,Punjal Agarwal, and Gerald Schaefer

PPS: Parallel Pincer Search for Mining Frequent ItemsetsBased on Spark . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 351Krishan Kumar Sethi, Ramesh Dharavath, and Samuel Nyakotey

Contents xvii

Expectation Maximization Based PCA and Hessian LLE with SuitablePost Classifiers for Epilepsy Classification from EEG Signals . . . . . . . . . 364Sunil Kumar Prabhakar and Harikumar Rajaguru

Color Image Compression Based on Feature Extraction . . . . . . . . . . . . . 375D.J. Ashpin Pabi, P. Aruna, and N. Puviarasan

Enhanced Asynchronous Differential EvolutionUsing Trigonometric Mutation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 386Vaishali, Tarun K. Sharma, Ajith Abraham, and Jitendra Rajpurohit

Zernike Moments and Machine Learning Based Gender ClassificationUsing Facial Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 398Vijayalakshmi G.V. Mahesh and Alex Noel Joseph Raj

Overlapping Group Sparsity Induced Condition Monitoringin Rotating Machineries . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 409Athira Chandran, T. Anjali, Neethu Mohan, and K.P. Soman

A Comparative Study of Preprocessing Techniques for MarkerBased Localization in UAVs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 419Alex Noel Joseph Raj, Akshay Chawla, Gautam Sridhar,and Dheeraj Akshay

Effect of Dimensionality Reduction on Sparsity BasedHyperspectral Unmixing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 429M. Swarna, V. Sowmya, and K.P. Soman

Efficient Initialization of Particle Swarm OptimizationUsing Low Discrepancy Sequence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 440Shubham Kumar Gupta, Himanshu Gupta, Sagar Arora, Pranshu Nayak,and Tanmay Shrivastava

Design of H-Plane Tee Junction in RSIWfor Ku-Band Applications. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 450Anamika Banwari, Ridhi Garg, and Sanjeev Saxena

Survey of Image Processing Techniques in Medical Image Analysis:Challenges and Methodologies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 460P. Chinmayi, L. Agilandeeswari, and M. Prabukumar

Detection and Mitigation of DoS Attacks in VANET Using SecuredMinimum Delay Routing Protocol . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 472V. Viswacheda Duduku, Ali Chekima, and Jamal Ahmad Dargham

Enhance Hybrid Cloud Security Using Vulnerability Management . . . .. . . . 480K. Dhinakaran, Ravichandran Kirtana, Kumaresan Gayathri,and Rajasundaram Devisri

xviii Contents

A Novel Intelligent Ensemble Classifier for Network IntrusionDetection System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 490M.A. Jabbar, K. Srinivas, and S. Sai Satyanarayana Reddy

Restoration of Degraded Historical Kannada Handwritten DocumentImages Using Image Enhancement Techniques . . . . . . . . . . . . . . . . . . . . 498Parashuram Bannigidad and Chandrashekar Gudada

Thyroid Nodule Classification in Medical Ultrasound Images . . . . . . . . . 509R. Vanithamani and R. Dhivya

An Adaptive Foreground-Background Separation Methodfor Effective Binarization of Document Images. . . . . . . . . . . . . . . . . . . . . 515Bishwadeep Das, Showmik Bhowmik, Aniruddha Saha, and Ram Sarkar

Robust Detection of Hard Exudates for Diagnosis of Non-proliferativeDiabetic Retinopathy Using Integrated Approach . . . . . . . . . . . . . . . . . . 525Deepashree Devaraj and S.C. Prasanna Kumar

Applicability of Soft Computing and Optimization Algorithmsin Software Testing and Metrics – A Brief Review . . . . . . . . . . . . . . . . . 535Deepak Sharma and Pravin Chandra

Design of E-Plane Tee Junction in RSIW for C-Band Applications . . . .. . . . 547Anamika Banwari, Richa Shreyam, Shailza Gotra, and Sanjeev Saxena

On the Effectiveness of Cost Sensitive Neural Networksfor Software Defect Prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 557K. Muthukumaran, Amrita Dasgupta, Shirode Abhidnya,and Lalita Bhanu Murthy Neti

A Review on Hierarchical Clustering-Based Covariance Modelto ncRNA Identification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 571Lustiana Pratiwi, Yun-Huoy Choo, and Azah Kamilah Muda

Isotonic Muscle Fatigue Prediction for Sport TrainingUsing Artificial Neural Network Modelling . . . . . . . . . . . . . . . . . . . . . . . . 582Nur Shidah Ahmad Sharawardi, Yun-Huoy Choo, Shin-Horng Chong,and Nur Ikhwan Mohamad

A Fuzzy Filter Based Hybrid ARIMA-ANN Modelfor Time Series Forecasting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 592Sibarama Panigrahi, H.S. Behera, and Ajith Abraham

Impact of Machine Learning and Internet of Things in Agriculture:State of the Art . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 602S.R. Juhi Reshma and Anitha S. Pillai

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Towards an Ultra-lightweight Cryptosystem for IoT . . . . . . . . . . . . . . . . 614Tasnime Omrani, Layth Sliman, Rabei Becheikh, Safya Belghith,and Belgacem Ben Hedia

Semantic-Based Model Analysis Towards EnhancingInformation Values of Process Mining:Case Study of Learning Process Domain . . . . . . . . . . . . . . . . . . . . . . . . . 622Kingsley Okoye, Abdel-Rahman H. Tawil, Usman Naeem, Syed Islam,and Elyes Lamine

Decision Quality Enhancement in Minimum-Based PossibilisticClassification for Numerical Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 634Karim Baati, Tarek M. Hamdani, Adel M. Alimi, and Ajith Abraham

Research Directions Under the Parasol of Ontology Based SemanticWeb Structure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 644Sarika Jain, Chhavi Gupta, and Amit Bhardwaj

Fuzzy Overlapping Community Detection in Multi-relationalNetworks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 656Ankita Verma and K.K. Bharadwaj

Personality Detection by Analysis of Twitter Profiles . . . . . . . . . . . . . . . . 667Mehul Smriti Raje and Aakarsh Singh

An Efficient System to Find Freelancing and Remote Workin IT Field . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 676Sharmila Shinde and Prasanna Joeg

A Novel Scheme for Abatement of Privacy Concern by Controllingthe Reachability in Online Social Network . . . . . . . . . . . . . . . . . . . . . . . . 686Moumita Samanta, Pinakpani Pal, and Abhik Mukherjee

Online Clustering Based Concept Lattice Reduction . . . . . . . . . . . . . . . . 698Kumar Ravi and Vadlamani Ravi

Building Influence for Online Social Networks . . . . . . . . . . . . . . . . . . . . . 709Wei Du, Hu Lin, Jianwei Sun, Haibo Yang, and Bo Yu

Classification and Applications of Social Recommender Systems . . . . . . 719V.R. Revathy and Anitha S. Pillai

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 731

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