Proceedings of International Conference on Data Science and Applications: ICDSA 2022, Volume 2 PDF
Preview Proceedings of International Conference on Data Science and Applications: ICDSA 2022, Volume 2
Lecture Notes in Networks and Systems 552 Mukesh Saraswat Chandreyee Chowdhury Chintan Kumar Mandal Amir H. Gandomi Editors Proceedings of International Conference on Data Science and Applications ICDSA 2022, Volume 2 Lecture Notes in Networks and Systems Volume 552 SeriesEditor JanuszKacprzyk,SystemsResearchInstitute,PolishAcademyofSciences, Warsaw,Poland AdvisoryEditors FernandoGomide,DepartmentofComputerEngineeringandAutomation—DCA, SchoolofElectricalandComputerEngineering—FEEC,Universityof Campinas—UNICAMP,SãoPaulo,Brazil OkyayKaynak,DepartmentofElectricalandElectronicEngineering, BogaziciUniversity,Istanbul,Turkey DerongLiu,DepartmentofElectricalandComputerEngineering,Universityof IllinoisatChicago,Chicago,USA InstituteofAutomation,ChineseAcademyofSciences,Beijing,China WitoldPedrycz,DepartmentofElectricalandComputerEngineering,Universityof Alberta,Alberta,Canada SystemsResearchInstitute,PolishAcademyofSciences,Warsaw,Poland MariosM.Polycarpou,DepartmentofElectricalandComputerEngineering, KIOSResearchCenterforIntelligentSystemsandNetworks,UniversityofCyprus, Nicosia,Cyprus ImreJ.Rudas,ÓbudaUniversity,Budapest,Hungary JunWang,DepartmentofComputerScience,CityUniversityofHongKong, Kowloon,HongKong The series “Lecture Notes in Networks and Systems” publishes the latest developmentsinNetworksandSystems—quickly,informallyandwithhighquality. Originalresearchreportedinproceedingsandpost-proceedingsrepresentsthecore ofLNNS. VolumespublishedinLNNSembraceallaspectsandsubfieldsof,aswellasnew challengesin,NetworksandSystems. The series contains proceedings and edited volumes in systems and networks, spanning the areas of Cyber-Physical Systems, Autonomous Systems, Sensor Networks, Control Systems, Energy Systems, Automotive Systems, Biological Systems, Vehicular Networking and Connected Vehicles, Aerospace Systems, Automation, Manufacturing, Smart Grids, Nonlinear Systems, Power Systems, Robotics, Social Systems, Economic Systems and other. Of particular value to both the contributors and the readership are the short publication timeframe and the world-wide distribution and exposure which enable both a wide and rapid disseminationofresearchoutput. Theseriescoversthetheory,applications,andperspectivesonthestateoftheart andfuturedevelopmentsrelevanttosystemsandnetworks,decisionmaking,control, complexprocessesandrelatedareas,asembeddedinthefieldsofinterdisciplinary andappliedsciences,engineering,computerscience,physics,economics,social,and lifesciences,aswellastheparadigmsandmethodologiesbehindthem. IndexedbySCOPUS,INSPEC,WTIFrankfurteG,zbMATH,SCImago. AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience. ForproposalsfromAsiapleasecontactAnindaBose([email protected]). · · Mukesh Saraswat Chandreyee Chowdhury · Chintan Kumar Mandal Amir H. Gandomi Editors Proceedings of International Conference on Data Science and Applications ICDSA 2022, Volume 2 Editors MukeshSaraswat ChandreyeeChowdhury DepartmentofComputerScience DepartmentofComputerScience andEngineeringandInformation andEngineering Technology JadavpurUniversity JaypeeInstituteofInformationTechnology Kolkata,India Noida,India AmirH.Gandomi ChintanKumarMandal DataScienceInstitute DepartmentofComputerScience UniversityofTechnologySydney andEngineering Sydney,NSW,Australia JadavpurUniversity Kolkata,India ISSN 2367-3370 ISSN 2367-3389 (electronic) LectureNotesinNetworksandSystems ISBN 978-981-19-6633-0 ISBN 978-981-19-6634-7 (eBook) https://doi.org/10.1007/978-981-19-6634-7 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature SingaporePteLtd.2023 Thisworkissubjecttocopyright.AllrightsaresolelyandexclusivelylicensedbythePublisher,whether thewholeorpartofthematerialisconcerned,specificallytherightsoftranslation,reprinting,reuse ofillustrations,recitation,broadcasting,reproductiononmicrofilmsorinanyotherphysicalway,and transmissionorinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilar ordissimilarmethodologynowknownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbook arebelievedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsor theeditorsgiveawarranty,expressedorimplied,withrespecttothematerialcontainedhereinorforany errorsoromissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictional claimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSingaporePteLtd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore Preface Thisbookcontainsoutstandingresearchpapersastheproceedingsofthe3rdInter- nationalConferenceonDataScienceandApplications(ICDSA2022).ICDSA2022 hasbeenorganizedbySchoolofMobileComputingandCommunication,Jadavpur University,Kolkata,India,andtechnicallysponsoredbySoftComputingResearch Society, India. The conference is conceived as a platform for disseminating and exchangingideas,concepts,andresultsofresearchersfromacademiaandindustry todevelopacomprehensiveunderstandingofthechallengesoftheadvancementsof intelligenceincomputationalviewpoints.Thisbookwillhelpinstrengtheningconge- nialnetworkingbetweenacademiaandindustry.Wehavetriedourbesttoenrichthe qualityoftheICDSA2022throughastringentandcarefulpeer-reviewprocess.This bookpresentsnovelcontributionstoDataScienceandservesasreferencematerial foradvancedresearch. ICDSA 2022 received many technical contributed articles from distinguished participants from home and abroad. ICDSA 2022 received 482 research submis- sions from 34 different countries, viz. Afghanistan, Albania, Australia, Austria, Bangladesh,Bulgaria,Cyprus,Ecuador,Ethiopia,Germany,Ghana,Greece,India, Indonesia,Iran,Iraq,Italy,Japan,Malaysia,Morocco,Nepal,Nigeria,SaudiArabia, Serbia, South Africa, South Korea, Spain, Sri Lanka, Taiwan, Thailand, Ukraine, USA,Vietnam,andYemen.Afteraverystringentpeer-reviewingprocess,only130 high-qualitypaperswerefinallyacceptedforpresentationandthefinalproceedings. This book presents second volume of 65 research papers on Data Science and applicationsandservesasreferencematerialforadvancedresearch. Noida,India MukeshSaraswat Kolkata,India ChandreyeeChowdhury Kolkata,India ChintanKumarMandal Sydney,Australia AmirH.Gandomi v Contents Improving RiverStreamflow Forecasting UtilizingMultilayer Perceptron-BasedButterflyOptimizationAlgorithm .................. 1 AbinashSahoo,IppiliSaikrishnamacharyulu,ShaswatiS.Mishra, SandeepSamantaray,andDebaPrakashSatapathy COVID-19ContactTracingUsingLowCalibratedTransmission PowerfromBLE—ApproachandAlgorithmExperimentation ......... 13 TheinOakKyawZaw, SaravananMuthaiyah, MalikManivananSehgar,andGanesRajMuthuArumugam MonitoringLoudCommercialsinTelevisionBroadcast ............... 33 SilvanaSukajandRosariaParente PotentialCustomersPredictioninBankTelemarketing ............... 43 LeDinhHuynh, PhungThaiDuong, KhuatDuyBach, andPhanDuyHung Analysis and Implementation of Normalisation Techniques onKDD’99DataSetforIDSandIPS ................................ 51 V.PriyalakshmiandR.Devi DeepNeuralNetworksPredictingStudentPerformance ............... 71 KandulaNeha,RamKumar,S.JahangeerSidiq,andMajidZaman AnEfficientGroupSignatureSchemeBasedonECDLP .............. 81 NamitaTiwari,AmitVirmani,andAshutoshTripathi Sentiment Analysis of COVID-19 Tweets Using TextBlob andMachineLearningClassifiers ................................... 89 P.Kathiravan,R.Saranya,andSridurgaSekar Reflection of Star Ratings on Online Customer Reviews; Its InfluenceonConsumerDecision-Making ............................ 107 C.SelvarajandAnithaNallasivam vii viii Contents An Integrated Machine Learning Approach Predicting Stock ValuesUsingOrderBookDetails .................................... 129 HemantkumarWaniandS.H.Sujithkumar Hybrid Genetic-Bees Algorithm in Multi-layer Perceptron Optimization ...................................................... 145 TruongTranMaiAnhandTranDucVi IntellectualIdentificationMethodoftheEggDevelopmentState BasedonDeepNeuralNets ......................................... 159 EugeneFedorov,TetyanaUtkina,andTetianaNeskorodieva PredictingOrderProcessingTimesinE-PharmacySupplyChains DuringCOVIDPandemicUsingMachinelearning—AReal-World Study ............................................................. 175 MaheshBabuMariappan, KannigaDevi, andYegnanarayananVenkataraman CognitiveScience:AnInsightfulApproach .......................... 199 ManjushreeD.Laddha,HarshaR.Gaikwad,HarishchandraAkarte, andSanilGandhi PredictingtheDynamicViscosityofBiodieselsat313KUsing EmpiricalModels ................................................. 209 YoussefKassem,HüseyinÇamur,Tug˘berkÖzdemir,andBawaBamaiyi ArtificialNeuralNetworks,QuadraticRegression,andMultiple LinearRegressioninModelingCetaneNumberofBiodiesels .......... 217 YoussefKassem, HüseyinÇamur, GeorgeEdemDuke, andAbdallaHamadaAbdelnaby AI-Based Automated Approach for Trend Data Generation andCompetitorBenchmarktoEnhanceVoiceAIServices ............ 225 JayavelKanniappan, JithinGangadharan, RajeshKumarJayavel, andAravindNadanasabapathy IdentificationofADHDDisorderinChildrenUsingEEGBased onVisualAttentionTaskbyEnsembleDeepLearning ................ 243 SwatiAggarwal,NupurChugh,andArnavBalyan Machine Learning as a Service (MLaaS)—An Enterprise Perspective ....................................................... 261 IoannisGrigoriadis, EleniVrochidou, IlianaTsiatsiou, andGeorgeA.Papakostas VeryLowIlluminationImageEnhancementviaLightnessMapping .... 275 AhmedRafidHashim,HanaH.Kareem,andHazimG.Daway Contents ix ClusteringHighDimensionalTranscriptomicDatawithSpectral ClusteringforPatientSubtyping .................................... 291 ArifAhmadRatherandManzoorAhmadChachoo 3DCNN-BasedClassificationofSeverityinCOVID-19UsingCT Images ........................................................... 301 R.LeenaSri,DivyaVetriveeran,andRakothKandanSambandam AHybridArchitectureforActionRecognitioninVideosUsing DeepLearning .................................................... 313 KakarlaAjayKumarReddy, Ch.VijayendraSai, SundeepV.V.S.Akella,andPriyankaKumar DataEnvelopmentAnalysis:AToolforPerformanceEvaluation ofUndergraduateEngineeringPrograms ............................ 323 VaidehiBhaskara,K.T.Ramesh,andSayanChakraborty The Role of Big Data in Color Trend Forecasting: Scope andChallenges-ASystematicLiteratureReview ...................... 337 SiddhaliDoshi ForensicFacialRecognition:ReviewandChallenges .................. 351 IpsitaPattnaik,AmitaDev,andA.K.Mohapatra Spatio-TemporalAnalysisofUrbanizationbyUsingSupervised Image Classification with Correlation of Land Surface TemperatureandTopography ...................................... 369 R.MarianneRheaandS.Thangaperumal COVID-DenseNet: A Deep Learning Architecture to Detect COVID-19fromChestRadiologyImages ............................ 397 Md.MohaiminulIslam, TanveerHannan, LaboniSarker, andZakariaAhmed Pneumonia Chest X-ray Classification Using Support Vector Machine .......................................................... 417 S.NagashreeandB.S.Mahanand Linking Social Media Data and Clinical Methods to Detect DepressionUsingArtificialIntelligence:AReview .................... 427 AnushkaChoudhury, MuskanDidwania, P.C.Karthik, andSaadYunusSait TripletMulti-taskLearningStrategyforPersonRe-identification UsingDeepLearning .............................................. 447 ShavantrevvaBilakeriandA.K.Karunakar K-Means Algorithm to Form Dynamic Cluster Formation toCountertheStaticPropertyofK-Means .......................... 463 NarenderKumar,VineshKumarJain,andJyotiGajrani x Contents Analysis of an Efficient Elite Group-Based Routing Protocol forWirelessSensorNetworks ....................................... 479 RupalShuklaandAshwiniKumar A Systematic Study of Fake News Detection Systems Using MachineLearningAlgorithms ...................................... 495 RavishandRahulKatarya TrainingLogisticRegressionModelbyHybridizedMulti-verse OptimizerforSpamEmailClassification ............................ 507 MiodragZivkovic, AleksandarPetrovic, NebojsaBacanin, MarkoDjuric,AnaVesic,IvanaStrumberger,andMarinaMarjanovic Optimization of Spatial Pyramid Pooling Module Placement forMicro-expressionRecognition ................................... 521 MarzuraikahMohdStofa, MohdAsyrafZulkifley, MuhammadAmmirrulAtiqiMohdZainuri, andMohdHairiMohdZaman ImageColorization:AConvolutionalNetworkApproach ............. 533 NiteshPradhan,SaranshGupta,andGauravSrivastava Prediction of Particulate Matter (PM2.5) Across India Using MachineLearningMethods ........................................ 545 RiktaSen, AshisKumarMandal, SaptarsiGoswami, andBasabiChakraborty ConvolutionalNeuralNetworkforCOVID-19Detection .............. 557 PulkitAgarwal,NeerajYadav,RishavKumar,andRahulThakur PositExtendedRISC-VProcessorandItsEnhancementUsing DataTypeCasting ................................................. 571 AshleyKurianandM.RameshKini SecuringMicroservice-DrivenApplicationsBasedonAPIAccess GraphsUsingSupervisedMachineLearningTechniques .............. 587 B.AdityaPai,AnirudhP.Hebbar,andManojM.V.Kumar ScalingandCutoutDataAugmentationforCardiacSegmentation ..... 599 ElizarElizar,MohdAsyrafZulkifley,andRusdhaMuharar An Improved Method to Recognize Bengali Handwritten CharactersUsingCNN ............................................. 611 MonishankerHalder,SudiptaKundu,andMd.FerdowsHasan DynamicPricingforElectricVehicleChargingataCommercial Charging Station in Presence of Uncertainty: A Multi-armed BanditReinforcementLearningApproach ........................... 625 UbaidQureshi,MehreenMushtaq,JuveeryahQureshi,MirAiman, ManshaAli,andShahnawazAli
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