Cognitive Informatics and Soft Computing: Proceeding of CISC 2017

795 Pages·2019·24.38 MB·English

by  Pradeep Kumar Mallick

Advances in Intelligent Systems and Computing 768
Pradeep Kumar Mallick 
Valentina Emilia Balas 
Akash Kumar Bhoi · Ahmed F. Zobaa
Editors
Cognitive
Informatics
and Soft
Computing
Proceeding of CISC 2017
Advances in Intelligent Systems and Computing
Volume 768
Series editor
Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland
e-mail: [email protected]
The series “Advances in Intelligent Systems and Computing” contains publications on theory,
applications, and design methods of Intelligent Systems and Intelligent Computing. Virtually all
disciplines such as engineering, natural sciences, computer and information science, ICT, economics,
business,e-commerce,environment,healthcare,lifesciencearecovered.Thelistoftopicsspansallthe
areasofmodernintelligentsystemsandcomputingsuchas:computationalintelligence,softcomputing
includingneuralnetworks,fuzzysystems,evolutionarycomputingandthefusionoftheseparadigms,
social intelligence, ambient intelligence, computational neuroscience, artificial life, virtual worlds and
society, cognitive science and systems, Perception and Vision, DNA and immune based systems,
self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric
computing, recommender systems, intelligent control, robotics and mechatronics including
human-machine teaming,knowledge-based paradigms,learning paradigms,machineethics,intelligent
data analysis, knowledge management, intelligent agents, intelligent decision making and support,
intelligentnetworksecurity,trustmanagement,interactiveentertainment,Webintelligenceandmultimedia.
Thepublicationswithin“AdvancesinIntelligentSystemsandComputing”areprimarilyproceedings
ofimportantconferences,symposiaandcongresses.Theycoversignificantrecentdevelopmentsinthe
field,bothofafoundationalandapplicablecharacter.Animportantcharacteristicfeatureoftheseriesis
theshortpublicationtimeandworld-widedistribution.Thispermitsarapidandbroaddisseminationof
researchresults.
AdvisoryBoard
Chairman
NikhilR.Pal,IndianStatisticalInstitute,Kolkata,India
e-mail:[email protected]
Members
RafaelBelloPerez,UniversidadCentral“MartaAbreu”deLasVillas,SantaClara,Cuba
e-mail:[email protected]
EmilioS.Corchado,UniversityofSalamanca,Salamanca,Spain
e-mail:[email protected]
HaniHagras,UniversityofEssex,Colchester,UK
e-mail:[email protected]
LászlóT.Kóczy,SzéchenyiIstvánUniversity,Győr,Hungary
e-mail:[email protected]
VladikKreinovich,UniversityofTexasatElPaso,ElPaso,USA
e-mail:[email protected]
Chin-TengLin,NationalChiaoTungUniversity,Hsinchu,Taiwan
e-mail:[email protected]
JieLu,UniversityofTechnology,Sydney,Australia
e-mail:[email protected]
PatriciaMelin,TijuanaInstituteofTechnology,Tijuana,Mexico
e-mail:[email protected]
NadiaNedjah,StateUniversityofRiodeJaneiro,RiodeJaneiro,Brazil
e-mail:[email protected]
NgocThanhNguyen,WroclawUniversityofTechnology,Wroclaw,Poland
e-mail:[email protected]
JunWang,TheChineseUniversityofHongKong,Shatin,HongKong
e-mail:[email protected]
Moreinformationaboutthisseriesathttp://www.springer.com/series/11156
Pradeep Kumar Mallick Valentina Emilia Balas
(cid:129)
Akash Kumar Bhoi Ahmed F. Zobaa
(cid:129)
Editors
Cognitive Informatics
and Soft Computing
Proceeding of CISC 2017
123
Editors
Pradeep KumarMallick Akash KumarBhoi
Department ofComputer Science Department ofElectrical
andEngineering andElectronics Engineering,
Vignana Bharathi Institute of Technology Sikkim Manipal Institute of Technology,
Hyderabad, Telangana SikkimManipal University
India Rangpo
India
Valentina EmiliaBalas
Faculty of Engineering Ahmed F.Zobaa
AurelVlaicu University of Arad Department ofElectronic
Arad andComputer Engineering
Romania BrunelUniversity London
Uxbridge,Middlesex
UK
ISSN 2194-5357 ISSN 2194-5365 (electronic)
Advances in Intelligent Systems andComputing
ISBN978-981-13-0616-7 ISBN978-981-13-0617-4 (eBook)
https://doi.org/10.1007/978-981-13-0617-4
LibraryofCongressControlNumber:2018942007
©SpringerNatureSingaporePteLtd.2019
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Preface
Cognitive Informatics (CI) is the multi-disciplinary study of cognition and infor-
mationsciences,whichinvestigateshumaninformationprocessingmechanismsand
processes and their engineering applications in computing. The focus of CI is on
understanding the work processes and activities within the context of human
cognitionandthedesignofinterventionalsolutions(oftenengineering,computing,
and information technology solutions) that can improve human activities. Within
the context of biomedical informatics, CI plays a key role—in terms of under-
standing, describing, and predicting the nature of clinical work activities of its
participants (e.g., clinicians, patients, and lay public) and in terms of developing
engineeringandcomputingsolutionsthatcanimproveclinicalpractice(e.g.,anew
decision-support system), patient engagement (e.g., a tool to remind patients
of their medication schedule), and public health interventions (e.g., a mobile
application to track the spread of an epidemic). Soft Computing is an emerging
approachtocomputingwhichparallelstheremarkableabilityofthehumanmindto
reasonandlearninanenvironmentofuncertaintyandimprecision.Softcomputing
is based on some biologically inspired methodologies such as genetics, evolution,
ant’sbehaviors,particlesswarming,humannervoussystems.Now,softcomputing
is the only solution when we do not have any mathematical modeling of
problem-solving (i.e., algorithm) and need a solution to a complex problem inreal
time,andthisiseasytoadaptwithchangedscenarioandcanbeimplementedwith
parallel computing. It has enormous applications in many areas such as medical
diagnosis,computervision,hand-writtencharacterrecondition,patternrecognition,
machine intelligence, weather forecasting, network optimization, VLSI design.
The subject choice of particular parts of this edited book was determined
through discussions and reflection arising during the International Conference on
Cognitive Informatics & Soft Computing (CISC-2017) which was held at VBIT,
Hyderabad, from December 20 to 21, 2017. This contributed book enlists selected
74 chapters from 194 presented topics during CISC-2017.
v
vi Preface
The event was organized with five different tracks, e.g.,
Track-1: Cognitive Informatics
Track-2: Cognitive Computing
Track-3: Computational Intelligence
Track-4: Advanced Computing
Track-5: Hybrid Intelligent Models and Applications
Theselected74papersfromtheabovetracksarearrangedinthisproceedings,where
the chapters “Multi-tumor Detection and Analysis Based on Advance Region
Quantitative Approach of Breast MRI” (U. Ravi Babu) and “Categorizing Kidney
Stones Using Region Properties and Pixel Intensity Matrix” (Punal M. Arabi,
Gayatri Joshi, Surekha Nigudgi) deal with the image processing techniques for
breast cancer and kidney stone characterization. Chapter “Security Measures in
Distributed Approach of Cloud Computing” (K. Shirisha Reddy, M. Bala Raju,
Ramana Naik) deals with security issues such as mean failure cost (MFC), and
multi-dimensionfailurecost(M2FC)incloudcomputing.Chapter“Performanceof
Time-VaryingParticleSwarmOptimizertoPredictCancers”(T.R.VijayaLakshmi)
presents the cancer prediction using particle swarm optimizer. Chapter “An
Analytical Review of Different Approaches for Detection and Analysis of
Electrocardiographic ST Segment” (Akash Kumar Bhoi, Karma Sonam Sherpa,
Bidita Khandelwal, Pradeep Kumar Mallick) presents critical analysis of ST seg-
ment.Chapter“SurveyonSentimentAnalysisMethodsforReputationEvaluation”
(P. Chiranjeevi, D. Teja Santosh, B. Vishnuvardhan) evaluates the reputation by
surveying sentiment analysis. Chapter “A Study on the Turnout on the Use of
E-ShoppingWebsiteswithArabicPlatforminBahrain”(YousefA.BakerEl-Ebiary,
Najeeb Abbas Al-Sammarraie) discusses e-commerce. Chapter “A Novel Trimet
Graph Optimization (TGO) Topology for Wireless Networks” (Shanmuk Srinivas
Amiripalli, Veeramallu Bobba, Sai Prasad Potharaju), and chapters “Performance
Analysis of Reliability and Throughput Using an Improved Receiver—Centric
MAC Protocol and Itree-MAC Protocol in Wireless Sensor Networks” (Ananda
KumarK.S.,BalakrishnaR.),“ASecureandComputational-EfficientMulticastKey
Distribution for Wireless Networks” (B. Srinivasa Rao, P. Premchand), and “Data
Mining Approaches for Correlation and Cache Replacement in Wireless Ad Hoc
Networks” (Y. J. Sudha Rani, M. Seetha) discuss wireless network and protocol.
Chapter “An Approach to Detect an Image as a Selfie Using Object Recognition
Methods” (Madhuri A. Bhalekar, Mangesh V. Bedekar, Saba Aslam) discusses
object recognition methods. Chapter “T Wave Analysis: Potential Marker of
ArrhythmiaandIschemiaDetection-AReview”(AkashKumarBhoi,KarmaSonam
Sherpa, Bidita Khandelwal, Pradeep Kumar Mallick) presents a survey on T wave
analysis. Chapter “Functional Link Artificial Neural Network (FLANN) Based
DesignofaConditionalBranchPredictor”(AbhayaKumarSamal,PradeepKumar
Mallick,JitendraPramanik,andSubhenduKumarPani,RajasekharJelli)discusses
functional link artificial neural network (FLANN). Chapter “Development of a
Preface vii
Model Recommender System for Agriculture Using Apriori Algorithm” (Santosh
KumarM.B.,KannanBalakrishnan)presentsadevelopmentmodelforagriculture.
The proceedings chapters (from “Emotion Speech Recognition Based on Adaptive
Fractional Deep Belief Network and Reinforcement Learning” to “Steady-State
VisualEvokedPotential-BasedReal-TimeBCIforSmartApplianceControl”)focus
itsapplicationonvariousappliedareassuchasspeechrecognition,electronichealth
record, hybrid CAT, medical images, malware, Freeman K-set model, mammo-
grams, MANET in grid topology, sonar targets, visually impaired, deep neural
network, support vector machine, survey on Big Data, IoT-aided robotics devices,
relayselectioninWBAN,evolutionaryANN,geneticalgorithm,multiplematching
algorithm, kinship verification, AI used in low-order harmonic elimination, object
classification,clustering,hybridapproachforaddressIPtracebackproblem,OEFC
algorithm, isolated word recognition, keyword extraction, unified power flow
controller,Web-enabledBigData,MACoptimization,epilepticEEGclassification,
greencloudcomputing,characterextractionfromthelicenseplates,rankingdecision
rules, image segmentation on mobile devices, memetic algorithm, opinion mining,
extremelearningmachinevariants,convolutionalneuralnetwork,machinelearning
techniques,intelligentRSTrobustcontroller,energyaudit,computer-aideddiagnosisof
epilepsy, cognitive radio networks, optical signal processing module, Parkinson’s
disease diagnosis, telemedicine, shearlet transform, multi-domain fusion methods,
computationalstudiesofCTcomplexes,smarttoiletinhealthcareunitsdesigningusing
cognitive approach, cardiac event coherence, and visual evoked potential-based BCI.
Thisbookwillbeofspecialvaluetoalargevarietyofprofessionals,researchers,and
studentsworkingintheareasofinformaticsandsoftcomputing.
Special thanks to Honorable Chairman Dr. N. Goutam Rao and Hon. Secretary
Dr. G. Manohar Reddy for their valuable support to host CISC-2017 at the
Department of Computer Science and Engineering (CSE), Vignana Bharathi
Institute of Technology, Hyderabad, Telangana. The editors are thankful to all the
editorialboardmembersfortheircontributionsinvariouswaysinthepreparationof
this volume.
Hyderabad, India Pradeep Kumar Mallick
Arad, Romania Valentina Emilia Balas
Rangpo, India Akash Kumar Bhoi
Uxbridge, UK Ahmed F. Zobaa
Editorial Board
Chief Patron
Dr. N. Goutham Rao, Chairman, Vignana Bharathi Institute of Technology,
Hyderabad, Telangana
Dr. G. Manohar Reddy, Secretary, Vignana Bharathi Institute of Technology,
Hyderabad, Telangana
Patrons
Dr. G. Amarendar Rao, Principal, Vignana Bharathi Institute of Technology,
Hyderabad
Dr. Jayant Kulkarni, Vice-Principal, Vignana Bharathi Institute of Technology,
Hyderabad
Steering Committee
Dr. D. Devendranath, Director Academics, VBIT, Hyderabad
Dr. Gopa Dutta, R&D Director, VBIT, Hyderabad
Dr. B. Brahma Reddy, Dean, VBIT, Hyderabad
General Chairs
Dr. Valentina Emilia Balas, Professor, Aurel Vlaicu University of Arad, Romania
Dr. Ahmed Faheem Zobaa, Brunel University, London
ix
x EditorialBoard
Dr. Dac-Nhuong Le, Haiphong University, Haiphong, Vietnam
Dr. Nileshsingh V. Thakur, Principal and Professor, PRMCEAM,
Badnera-Amravati, India
Conveners
Dr. Pradeep Kumar Mallick, Professor and Head, Department of CSE, VBIT,
Hyderabad
Dr. P. V. Rao, Professor, Department of ECE, VBIT, Hyderabad
Co-conveners
Prof. N. Srinivas, Associate Professor, Department of CSE, VBIT, Hyderabad
Prof. M. Venkateswara Rao, Associate Professor, Department of IT, VBIT,
Hyderabad
Keynote Speakers
Dr. G. S. Chae, Baekseok University, South Korea
Dr. Kishore Sarawadekar, IIT-BHU, Varanasi, India
Dr. Satchidananda Dehuri, Fakir Mohan University, Odisha, India
Dr. Mihir Narayana Mohanty, Siksha ‘O’ Anusandhan University, Odisha
Special Session Chairs
Dr. Inderpreet Kaur, Chandigarh University, India
Dr. Dhanalakshmi S., SRM University, Chennai
International Advisory Committee
Dr. Atilla Elçi, Aksaray University, Turkey
Dr. Hongyan Yu, Shanghai Maritime University, Shanghai
Dr. Benson Edwin Raj, Fujairah Women’s College Fujairah, UAE
Dr. Mohd. Hussain, Islamic University, Madina, Saudi Arabia
Dr.VahidEsmaeelzadeh,IranUniversityofScienceandTechnology,Tehran,Iran