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Advances in Intelligent Systems and Computing
Volume 420
Series editor
Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Polande-mail: [email protected]
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, Indiae-mail: [email protected]
Members
Rafael Bello, Universidad Central “Marta Abreu” de Las Villas, Santa Clara, Cubae-mail: [email protected]
Emilio S. Corchado, University of Salamanca, Salamanca, Spaine-mail: [email protected]
Hani Hagras, University of Essex, Colchester, UKe-mail: [email protected]
László T. Kóczy, Széchenyi István University, Győr, Hungarye-mail: [email protected]
Vladik Kreinovich, University of Texas at El Paso, El Paso, USAe-mail: [email protected]
Chin-Teng Lin, National Chiao Tung University, Hsinchu, Taiwane-mail: [email protected]
Jie Lu, University of Technology, Sydney, Australiae-mail: [email protected]
Patricia Melin, Tijuana Institute of Technology, Tijuana, Mexicoe-mail: [email protected]
Nadia Nedjah, State University of Rio de Janeiro, Rio de Janeiro, Brazile-mail: [email protected]
Ngoc Thanh Nguyen, Wroclaw University of Technology, Wroclaw, Polande-mail: [email protected]
Jun Wang, The Chinese University of Hong Kong, Shatin, Hong Konge-mail: [email protected]
More information about this series at http://www.springer.com/series/11156
Ajith Abraham • Sang Yong HanSalah A. Al-Sharhan • Hongbo LiuEditors
Hybrid Intelligent Systems15th International Conference HIS 2015on Hybrid Intelligent Systems, Seoul, SouthKorea, November 16–18, 2015
123
EditorsAjith AbrahamMachine Intelligence Research Labs(MIR Labs)
Scientific Network for Innovationand Research Excellence
Auburn, WAUSA
Sang Yong HanDepartment of Computer Scienceand Engineering
Chung-Ang UniversityDongjak-guRepublic of Korea
Salah A. Al-SharhanDepartment of Computer ScienceGulf University for Science and TechnologyKuwaitKuwait
Hongbo LiuDepartment of ComputerSchool of Computer Scienceand Engineering
Dalian Maritime UniversityDalianChina
ISSN 2194-5357 ISSN 2194-5365 (electronic)Advances in Intelligent Systems and ComputingISBN 978-3-319-27220-7 ISBN 978-3-319-27221-4 (eBook)DOI 10.1007/978-3-319-27221-4
Library of Congress Control Number: 2015956137
Springer Cham Heidelberg New York Dordrecht London© Springer International Publishing Switzerland 2016This 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 ordissimilar methodology 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 exemptfrom the 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 containedherein or for any errors or omissions that may have been made.
Printed on acid-free paper
Springer International Publishing AG Switzerland is part of Springer Science+Business Media(www.springer.com)
Preface
Welcome to Seoul and to the 15th International Conference on Hybrid IntelligentSystems (HIS 2015), held at Chung-Ang University, Korea, during November16–18, 2015.
Hybridization of intelligent systems is a promising research field of modernartificial/computational intelligence concerned with the development of the nextgeneration of intelligent systems. A fundamental stimulus to the investigations ofHybrid Intelligent Systems (HISs) is the awareness in the academic communitiesthat combined approaches will be necessary if the remaining tough problems incomputational intelligence are to be solved. Recently, Hybrid Intelligent Systemsare getting popular due to their capabilities in handling several real-world com-plexities involving imprecision, uncertainty, and vagueness.
HIS 2015 builds on the success of HIS 2014, which was held in Kuwait duringDecember 14–16, 2014. HIS 2015 is the Fifteenth International conference thatbrings together researchers, developers, practitioners, and users of soft computing,computational intelligence, agents, logic programming, and several other intelligentcomputing techniques.
HIS 2015 focused on the following themes:
– Hybrid Intelligent Systems: Architectures and Applications– Soft Computing for Image and Signal Processing– Intelligent Internet Modeling, Communication, and Networking– Intelligent Data mining– Computational Biology and Bioinformatics– Intelligent Business Information Systems– Soft Computing for Control and Automation– Multi-agent Systems and Applications
HIS 2015 is jointly organized by Machine Intelligence Research Labs (MIRLabs), USA, and Chung-Ang University, Korea. HIS 2015 is technically supportedby IEEE Systems Man and Cybernetics Society, Technical Committee on SoftComputing.
v
Many people have collaborated and worked hard to produce a successful HIS2015 conference. First and foremost, we would like to thank all the authors forsubmitting their papers to the conference, for their presentations and discussionsduring the conference. Our thanks to Program Committee members and reviewers,who carried out the most difficult work by carefully evaluating the submittedpapers. We have two plenary speakers:
• Vaclav Snasel, VSB—Technical University of Ostrava, Czech Republic• Gerardo Rubino, INRIA, France
Thanks to all the speakers for their valuable time. The themes of the contribu-tions and scientific sessions range from theories to applications, reflecting a widespectrum of coverage of the hybrid intelligent systems and computational intelli-gence areas. HIS 2015 received 90 submissions from over 25 countries, and eachpaper was reviewed by 5 or more reviewers in a standard peer-review process.Based on the recommendation by five independent referees, finally 26 papers wereaccepted for publication in the proceedings.
We would like to thank the Springer Publication team for the wonderful supportfor the publication of this volume.
We look forward to seeing you in Seoul, during HIS 2015.
Ajith AbrahamSang-Yong Han
Salah A. Al-SharhanHong-bo Liu
vi Preface
Organizing Committee
Program Committee
Ajith Abraham, Machine Intelligence Research Labs (MIR Labs)Robert T.F. Ah King, University of MauritiusSabrina Ahmad, UTeMMichela Antonelli, Dipartimento di Ingegneria dell’Informazione, University ofPisaAkira Asano, Kansai UniversityJavier Bajo, Universidad Politécnica de MadridRamiro Barbosa, Institute of Engineering of PortoAnna Bartkowiak, University of WroclawMichael Blumenstein, Griffith UniversityGloria Bordogna, National Research Council of Italy—CNRAbdelhamid Bouchachia, Bournemouth UniversityAlberto Cano, Department of Computer Sciences and Numerical AnalysisPaulo Carrasco, University of AlgarveAndre Carvalho, USPOscar Castillo, Tijuana Institute of TechnologySwati Chande, International School of Informatics and ManagementChin-Chen, Chang Feng Chia UniversityLee Chang-Yong, Kongju National UniversityChao-Chun Chen, National Cheng-Kung UniversityYing-Ping Chen, National Chiao Tung University, TaiwanMario Giovanni, C.A. Cimino University of PisaDavide Ciucci, Università di Milano-BicoccaMarco Cococcioni, Dipartimento di Ingegneria dell’InformazioneLeandro Coelho, Pontifícia Universidade Católica do ParanaRadu-Codrut David, Politehnica University of TimisoaraMartine De Cock, University of Washington TacomaDr. Jitender S. Deogun, University of Nebraska, Lincoln
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Abraham Duarte, Universidad Rey Juan CarlosNurul Emran, Universiti Teknikal Malaysia MelakaVladimir Filipovic, Faculty of Mathematics, University of BelgradeAmparo Fuster-Sabater, Institute of Applied Physics (C.S.I.C.), Serrano 144, 28006Madrid, SpainElizabeth Goldbarg, Federal University of Rio Grande do NorteCrina Grosan, Babes-Bolyai UniversitySteven Guan, Xian Jiatong-Liverpool UniversityThomas Hanne, University of Applied Sciences Northwestern SwitzerlandIlkka Havukkala, IPONZ (Patent Office in NZ)Francisco Herrera, University of GranadaEnrique Herrera-Viedma, ugrCesar Hervas, Full ProfessorTzung-Pei Hong, Department of Computer Science and Information Engineering,National University of KaohsiungWei-Chiang Hong, Oriental Institute of TechnologyLiliana Ironi, IMATI-CNRRichard Jensen, Aberystwyth UniversityFernando Jimenez Ee May Kan, University of MurciaAndreas Koenig, TU Kaiserslautern, ISEMario Koeppen, Kyushu Institute of TechnologyDalia Kriksciuniene, Vilnius UniversityAnne Laurent, LIRMM—UM2Dominique Laurent, Université Cergy-PontoiseChu-Hsing Lin, Tunghai UniversityWen-Yang Lin, National University of KaohsiungSimone Ludwig, North Dakota State UniversityGabriel Luque, University of MálagaKun Ma, University of JinanPatricia Melin, Tijuana Institute of TechnologyJosé M. Merigó, University of ChilePaulo Moura Oliveira, UTAD UniversityAzah Muda, UTEMAndreas Nearchou, University of PatrasM.C. Nicoletti, FACCAMP and UFSCarJulio Cesar Nievola, Pontifícia Universidade Católica do Paraná—PUCPRPrograma de Pós Graduação em Informática AplicadaJae Oh, Syracuse UniversitySylvain Piechowiak, LAMIH, University of ValenciennesJan Platos, VSB—Technical University of OstravaAurora Pozo, Federal University of ParanáDilip Pratihar, Department of Mechanical EngineeringSazalinsyah Razali, Universiti Teknikal Malaysia MelakaJos Santos Reyes, University of A CoruñaVirgilijus Sakalauskas, Vilnius University
viii Organizing Committee
Andrea Schaerf, University of UdinePatrick Siarry, Universit de Paris 12Aureli Soria-Frisch, Starlab Barcelona, S.LEulalia Szmidt, Systems Research Institute Polish Academy of SciencesKang Tai, Nanyang Technological UniversityAyeley Tchangani, Université de ToulouseOtavio Noura Teixeira, Universidade Federal do ParáJose Tenreiro Machado, ISEPLuigi Troiano, University of SannioEiji Uchino, Yamaguchi UniversitySebastián Ventura, Department of Computer Sciences and Numerical AnalysisGregg Vesonder, AT*T Labs—ResearchLeon Wang, National University of KaohsiungMichal Wozniak, Wroclaw University of TechnologyYunyi Yan, Xidian UniversityChoo Yun-Huoy, Universiti Teknikal Malaysia Melaka (UTeM)Shang-Ming Zhou, Swansea University
Additional Reviewers
BBenaichouche, Ahmed NasreddineHHung, Ling-Hong
Organizing Committee ix
Contents
Extracting Association Rules from a Retail Database:Two Case Studies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1R.S. João, M.C. Nicoletti, A.M. Monteiro and M.X. Ribeiro
KNN++: An Enhanced K-Nearest Neighbor Approachfor Classifying Data with Heterogeneous Views . . . . . . . . . . . . . . . . . . 13Ying Xie
Quantum Cryptography Trends: A Milestone in InformationSecurity . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 25W. Noor-ul-Ain, M. Atta-ur-Rahman, Muhammad Nadeemand Abdul Ghafoor Abbasi
Multi-zone Building Control System for Energy and ComfortManagement . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 41Ee May Kan, Siew Leong Kan, Ngee Hoo Ling, Yvonne Sohand Matthew Lai
ABC+ES: Combining Artificial Bee Colony Algorithmand Evolution Strategies on Engineering Design Problemsand Benchmark Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53Marco Antônio Florenzano Mollinetti, Daniel Leal Souza,Rodrigo Lisbôa Pereira, Edson Koiti Kudo Yasojimaand Otávio Noura Teixeira
System Essence of Intelligence and Multi-agent ExistentialMappings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 67Zalimkhan Nagoev, Olga Nagoeva and Dana Tokmakova
A Type-2 Fuzzy Concepts Lexicalized Representationby Perceptual Reasoning and Linguistic Weighted Average:A Comparative Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77Sahar Cherif, Nesrine Baklouti, Adel M. Alimi and Vaclav Snasel
xi
A New Ant Supervised-PSO Variant Applied to TravelingSalesman Problem. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 87Sonia Kefi, Nizar Rokbani, Pavel Krömer and Adel M. Alimi
TETS: A Genetic-Based Scheduler in Cloud Computingto Decrease Energy and Makespan . . . . . . . . . . . . . . . . . . . . . . . . . . . 103Mohammad Shojafar, Maryam Kardgar,Ali Asghar Rahmani Hosseinabadi, Shahab Shamshirbandand Ajith Abraham
A Serious Game to Make People Aware of BehavioralSymptoms in Tourette Syndrome . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 117Teresa Padilla, Alberto Ochoa and Lourdes Margain
Bimodality Streams Integration for Audio-Visual Speech RecognitionSystems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 127Noraini Seman, Rosniza Roslan, Nursuriati Jamil and Norizah Ardi
Similarity-Based Trust Management System:Data Validation Scheme . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 141Hind Al Falasi, Nader Mohamed and Hesham El-Syed
Reverse Engineering of Time-Delayed Gene RegulatoryNetwork Using Restricted Gene Expression Programming . . . . . . . . . . 155Bin Yang, Wei Zhang, Xiaofei Yan and Caixia Liu
New Rules to Enhance the Performances of HistogramProjection for Segmenting Small-Sized Arabic Words . . . . . . . . . . . . . . 167Marwa Amara, Kamel Zidi, Khaled Ghedira and Salah Zidi
Analyzing Genetic Algorithm with Game Theoryand Adjusted Crossover Approach on Engineering Problems . . . . . . . . 177Edson Koiti Kudo Yasojima, Roberto Célio Limão de Oliveira,Otávio Noura Teixeira, Rodrigo Lisbôa and Marco Mollinetti
An Intelligent System for Road Moving Object Detection . . . . . . . . . . . 189Mejdi Ben Dkhil, Ali Wali and Adel M. Alimi
Towards Improvement of Multinomial Classification Accuracyof Neuro-Fuzzy for Digital Forensics Applications . . . . . . . . . . . . . . . . 199Andrii Shalaginov and Katrin Franke
Multi-agent Architecture for Visual Intelligent RemoteHealthcare Monitoring System. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 211Afef Ben Jemmaa, Hela Ltifi and Mounir Ben Ayed
Knowledge Visualization Model for Intelligent DynamicDecision-Making . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 223Jihed Elouni, Hela Ltifi and Mounir Ben Ayed
xii Contents
Experimental Analysis of a Hybrid ReservoirComputing Technique . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 237Sebastián Basterrech, Gerardo Rubino and Václav Snášel
Face Recognition Using HMM-LBP . . . . . . . . . . . . . . . . . . . . . . . . . . . 249Mejda Chihaoui, Wajdi Bellil, Akram Elkefi and Chokri Ben Amar
A Novel Security Architecture Based on Multi-levelRule Expression Language . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 259Samih Souissi, Layth Sliman and Benoit Charroux
On Analysis and Visualization of Twitter Data . . . . . . . . . . . . . . . . . . . 271Fathelalem Ali and Yasuki Shima
Heuristic and Exact Approach for the Close EnoughRidematching Problem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 281Allan F. Balardino and André G. Santos
Study on Inverse Dynamics of Full-Body PoweredPseudo-Anthropomorphic Exoskeleton Using Neural Networks . . . . . . . 295Abhishek Arijit, Dilip Kumar Pratihar and Rathindranath Maiti
Comparison Between SAT-Based and CSP-BasedApproaches to Resolve Pattern Mining Problems . . . . . . . . . . . . . . . . . 307Akram Rajeb, Abdelmajid Ben Hamadou and Zied Loukil
Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 315
Contents xiii
