Advances in Intelligent Systems and Computing
Volume 614
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, India
e-mail: [email protected]
Members
Rafael Bello Perez, Universidad Central “Marta Abreu” de Las Villas, Santa Clara, Cuba
e-mail: [email protected]
Emilio S. Corchado, University of Salamanca, Salamanca, Spain
e-mail: [email protected]
Hani Hagras, University of Essex, Colchester, UK
e-mail: [email protected]
László T. Kóczy, Széchenyi István University, Győr, Hungarye-mail: [email protected]
Vladik Kreinovich, University of Texas at El Paso, El Paso, USA
e-mail: [email protected]
Chin-Teng Lin, National Chiao Tung University, Hsinchu, Taiwan
e-mail: [email protected]
Jie Lu, University of Technology, Sydney, Australia
e-mail: [email protected]
Patricia Melin, Tijuana Institute of Technology, Tijuana, Mexico
e-mail: [email protected]
Nadia Nedjah, State University of Rio de Janeiro, Rio de Janeiro, Brazil
e-mail: [email protected]
Ngoc Thanh Nguyen, Wroclaw University of Technology, Wroclaw, Poland
e-mail: [email protected]
Jun Wang, The Chinese University of Hong Kong, Shatin, Hong Kong
e-mail: [email protected]
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
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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