Table Of ContentLecture Notes in Networks and Systems 551
Mukesh Saraswat
Chandreyee Chowdhury
Chintan Kumar Mandal
Amir H. Gandomi Editors
Proceedings
of International
Conference
on Data Science
and Applications
ICDSA 2022, Volume 1
Lecture Notes in Networks and Systems
Volume 551
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
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· ·
Mukesh Saraswat Chandreyee Chowdhury
·
Chintan Kumar Mandal Amir H. Gandomi
Editors
Proceedings of International
Conference on Data Science
and Applications
ICDSA 2022, Volume 1
Editors
MukeshSaraswat ChandreyeeChowdhury
DepartmentofComputerScience DepartmentofComputerScience
andEngineering&InformationTechnology andEngineering
JaypeeInstituteofInformationTechnology JadavpurUniversity
Noida,India Kolkata,India
ChintanKumarMandal AmirH.Gandomi
DepartmentofComputerScience DataScienceInstitute
andEngineering UniversityofTechnologySydney
JadavpurUniversity Sydney,NSW,Australia
Kolkata,India
ISSN 2367-3370 ISSN 2367-3389 (electronic)
LectureNotesinNetworksandSystems
ISBN 978-981-19-6630-9 ISBN 978-981-19-6631-6 (eBook)
https://doi.org/10.1007/978-981-19-6631-6
©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature
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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
qualityofICDSA2022throughthestringentandcarefulpeerreviewprocess.This
book presents novel contributions to data science and serves as reference material
foradvancedresearch.
WehavetriedourbesttoenrichthequalityofICDSA2022throughastringentand
carefulpeerreviewprocess.ICDSA2022receivedmanytechnicalcontributedarti-
clesfromdistinguishedparticipantsfromhomeandabroad.ICDSA2022received
482 research submissions 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,SouthAfrica,SouthKorea,Spain,SriLanka,Taiwan,
Thailand, Ukraine, USA, Viet Nam, Yemen. After a very stringent peer reviewing
process,only130high-qualitypaperswerefinallyacceptedforpresentationandthe
finalproceedings.
Thisbookpresentsfirstvolumeof65researchpapersdatascienceandapplications
andservesasreferencematerialforadvancedresearch.
Noida,India MukeshSaraswat
Kolkata,India ChandreyeeChowdhury
Kolkata,India ChintanKumarMandal
Sydney,Australia AmirH.Gandomi
v
Contents
CancerPrognosisbyUsingMachineLearningandDataScience:
ASystematicReview ............................................... 1
T.LakshmikanthRajathMohanandN.Jayapandian
AQualitativeResearchofCropsScenarioinPunjabwithRelation
toFertilizerUsageUsingPowerBI .................................. 13
PalviMittalandVijayKumarSinha
FaceDetection-BasedBorderSecuritySystemUsingHaar-Cascade
andLBPHAlgorithm .............................................. 25
ArpitSharmaandN.Jayapandian
ProposedExperimentalDesignofaPortableCOVID-19Screening
DeviceUsingCoughAudioSamples ................................. 39
KavishRupeshMehta,PunidRameshNatesan,andSumitKumarJindal
BigDataFrameworkforAnalyticsBusinessIntelligence .............. 51
FarhadKhoshbakhtandS.M.K.Quadri
TechnologicalImpactsofAIonHospitalityandTourismIndustry ...... 71
SunilSharma, YashwantSinghRawal, HarvinderSoni,
andDebasishBatabyal
ImprovementofReal-TimeKinematicPositioningUsingKalman
Filter-BasedSingularSpectrumAnalysisDuringGeomagnetic
StormforThailandSector .......................................... 79
WorachaiSrisamoodkham, KutubuddinAnsari,
andPunyawiJamjareegulgarn
Performance Evaluation Metrics of NBA, NAAC, NIRF,
andAnalysisforGradeupStrategy ................................. 89
M.ParvathiandT.AmyPrasanna
vii
viii Contents
Optimal Extraction of Bioactive Compounds from Gardenia
andAshwagandhaUsingSineCosineAlgorithm ...................... 109
VanitaGarg,MousumiBanerjee,andBhavitaKumari
ASystematicReviewofUserAuthenticationSecurityinElectronic
PaymentSystem ................................................... 121
Md.ArifHassanandZarinaShukur
SkinDiseasesDetectionwithTransferLearning ...................... 139
VoVan-QuocandNguyenThai-Nghe
Quadratic Dragonfly Algorithm for Numerical Optimization
andTravellingSalesmanProblem ................................... 151
DivyaSoni,NirmalaSharma,andHarishSharma
ASurveyonDefectDetectionofVials ............................... 171
C.R.Vishwanatha, V.Asha, SnehaMore, C.Divya, K.Keerthi,
andS.P.Rohaan
Tversky-Kahneman:ANewLossFunctionforSkinLesionImage
Segmentation ..................................................... 187
Do-Hai-NinhNham, Minh-NhatTrinh, Van-TruongPham,
andThi-ThaoTran
TrendsofTeaProductivityBasedonLevelofSoilMoistureinTea
Gardens .......................................................... 201
ManojKumarDekaandYashuPradhan
Structural Optimization With the Multistrategy PSO-ES
UnfeasibleLocalSearchOperator .................................. 215
MarcoMartinoRosso, AngeloAloisio, RaffaeleCucuzza,
RebeccaAsso,andGiuseppeCarloMarano
Fuzzy2-PartitionKapurEntropyforFruitImageSegmentation
UsingTeacher-LearnerOptimizationAlgorithm ...................... 231
HarmandeepSinghGillandGunaSekharSajja
Population-Based Meta-heuristics for Feature Selection:
AMulti-objectivePerspective ....................................... 243
JyotiAhujaandSarojRatnoo
DistributedItemRecommendationUsingSentimentAnalysis .......... 265
TinkuSingh, VinarmRajput, NikhilSharma, Satakshi,
andManishKumar
MethodsforOptimalFeatureSelectionforSentimentAnalysis ........ 281
SakshiShringiandHarishSharma
Contents ix
Machine Learning Techniques for the Prediction of Bovine
TuberculosisAmongtheCattle ..................................... 295
RitaRoy,MaradaRavindra,NitishMarada,SubhodeepMukherjee,
andManishMohanBaral
Dynamic-Differential Pricing, Buy-Back Pricing and Carbon
TradinginRenewablePowerDistributionNetworkDesign ............ 305
Yu-ChungTsao, TsehayeDedimasBeyene,
andSisayGeremewGebeyehu
AbstractiveSummarizationisImprovedbyLearningViaSemantic
Similarity ......................................................... 317
R.Hariharan, M.DhilsathFathima, A.Kameshwaran,
A.BersikaM.C.Sweety, VaidehiRahangdale,
andBalaChandraSekharReddyBhavanam
A Systematic Review on Explicit and Implicit Aspect Based
SentimentAnalysis ................................................ 329
SameerYadavraoThakur,K.H.Walse,andV.M.Thakare
ExperimentingDifferentClassificationTechniques toIdentify
UnknownAuthorUsingNaturalLanguageProcessing ................ 357
PriyanshuNaudiyal,ChaitanyaSachdeva,andSumitKumarJindal
CategoricalData:Need,Encoding,SelectionofEncodingMethod
andItsEmergenceinMachineLearningModels—APractical
ReviewStudyonHeartDiseasePredictionDatasetUsingPearson
Correlation ....................................................... 369
NishoakKosaraju,SainathReddySankepally,andK.MallikharjunaRao
IntelligentComputationalModelforAccurateandEarlyDiagnosis
ofHeartFailure ................................................... 383
IsaacKofiNti,OwusuNyarko-Boateng,AdebayoFelixAdekoya,
PatrickKwabenaMensah,MightyAbraAyidzoe,GodfredKusiFosu,
HenriettaAdjeiPokuaa,andR.Arjun
Genetic Algorithm-Based Clustering with Neural Network
ClassificationforSoftwareFaultPrediction .......................... 399
PushpendraKumarRajput,Aarti,andRajuPal
Nodule Detection and Prediction of Lung Carcinoma in CT
Images: ARelative Study of Enhancement and Segmentation
Methods .......................................................... 415
K.A.NyniandJ.Anitha
FuzzyC-MeansandFuzzyCheetahChaseOptimizationAlgorithm .... 431
M.Goudhaman,S.Sasikumar,andN.Vanathi
PASPPMedicalTransformerforMedicalImageSegmentation ........ 441
Hong-PhucLai,Thi-ThaoTran,andVan-TruongPham
x Contents
FuzzyOptimizedParticleSwarmAlgorithmforInternetofThings
BasedWirelessSensorNetworks .................................... 455
S.L.PrathapaReddy,PoliLokeshwaraReddy,K.DivyaLakshmi,
andM.ManiKumarReddy
FuzzyTOPSISApproachesforMulti-criteriaDecision-Making
ProblemsinTriangularFuzzyNumbers ............................. 467
SandhyaPriyaBaral,P.K.Parida,andS.K.Sahoo
Black–ScholesOptionPricingUsingMachineLearning ............... 481
ShreyanSood,TanmayJain,NishantBatra,andH.C.Taneja
LiteratureReviewonWasteManagementUsingBlockchain ........... 495
S.S.Sambare,KalyaniKhandait,KshitijKolage,KeyurKolambe,
andTanviNimbalkar
ApplicabilityofKlobuchar ModelforSTECEstimationOver
ThailandRegion ................................................... 511
WorachaiSrisamoodkham, KutubuddinAnsari,
andPunyawiJamjareegulgarn
ASurveyonNeuralNetworksinCancerResearch .................... 519
JerinRejiandR.Sunder
ToOptimizeGoogleAdCampaignUsingDataDrivenTechnique ...... 535
K.ValliPriyadharshiniandT.Avudaiappan
IdentificationandDetectingCOVID-19fromX-RayImagesUsing
ConvolutionalNeuralNetworks ..................................... 553
RahmanFarhatLamisaandMd.RownakIslam
A Novel Metaheuristic with Optimal Deep Learning-Based
Network Slicing in IoT-Enabled Clustered Wireless Sensor
Networksin5GSystems ........................................... 567
B.GracelinSheenaandN.Snehalatha
StudentAttentionBaseFacialEmotionStateRecognitionUsing
ConvolutionalNeuralNetwork ..................................... 579
Md.MahmodulHassan,KhandakerTabinHasan,IdiAminTonoy,
Md.MahmudurRahman,andMd.AsifBinAbedin
Detection, Depth Estimation and Locating Stem Coordinates
ofAgriculturalProduceUsingNeuralNetworksandStereoVision ..... 591
R.NimalanKarthik, S.Manishankar, SrikarTondapu,
andA.A.NippunKumaar
Psychosomatic Study of Criminal Inclinations with Profanity
onSocialMedia:Twitter ........................................... 611
AngeloBaby,JinsiJose,andAkshayRaj
