Table Of ContentLecture Notes on Data Engineering
and Communications Technologies 132
Vaclav Skala · T. P. Singh ·
Tanupriya Choudhury · Ravi Tomar ·
Md. Abul Bashar Editors
Machine
Intelligence and
Data Science
Applications
Proceedings of MIDAS 2021
Lecture Notes on Data Engineering
and Communications Technologies
Volume 132
SeriesEditor
FatosXhafa,TechnicalUniversityofCatalonia,Barcelona,Spain
Theaimofthebookseriesistopresentcuttingedgeengineeringapproachestodata
technologiesandcommunications.Itwillpublishlatestadvancesontheengineering
taskofbuildinganddeployingdistributed,scalableandreliabledatainfrastructures
andcommunicationsystems.
The series will have a prominent applied focus on data technologies and
communications with aim to promote the bridging from fundamental research on
data science and networking to data engineering and communications that lead to
industryproducts,businessknowledgeandstandardisation.
IndexedbySCOPUS,INSPEC,EICompendex.
AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience.
Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/15362
· · ·
Vaclav Skala T. P. Singh Tanupriya Choudhury
·
Ravi Tomar Md. Abul Bashar
Editors
Machine Intelligence
and Data Science
Applications
Proceedings of MIDAS 2021
Editors
VaclavSkala T.P.Singh
DepartmentofComputerScience DepartmentofInformatics
andEngineering UniversityofPetroleumandEnergyStudies
FacultyofAppliedSciences Dehradun,India
UniversityofWestBohemia
Plzenˇ,CzechRepublic RaviTomar
DepartmentofInformatics
TanupriyaChoudhury UniversityofPetroleumandEnergyStudies
DepartmentofInformatics Dehradun,India
UniversityofPetroleumandEnergyStudies
Dehradun,India
Md.AbulBashar
DepartmentofComputerScience
andEngineering
ComillaUniversity
Kotbari,Bangladesh
ISSN 2367-4512 ISSN 2367-4520 (electronic)
LectureNotesonDataEngineeringandCommunicationsTechnologies
ISBN 978-981-19-2346-3 ISBN 978-981-19-2347-0 (eBook)
https://doi.org/10.1007/978-981-19-2347-0
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Preface
MIDAS2021aimstopromoteandprovideaplatformforresearchers,academia,and
practitionerstomeetandexchangeideasonrecenttheoreticalandappliedmachine
andartificialintelligenceanddatasciencesresearch.Theconferenceprovidesaplat-
formforthecomputerscience,computerengineering,andinformationtechnology
professionals, scientists, researchers, engineers, educators, and students from all
overtheworldtosharetheirscientificcontributions,ideas,andviews.Wefeelglad
to welcome all readers to the International Conference MIDAS 2021 at Comilla
University, Bangladesh, being organized in association with Nikhil Bharat Siksha
Parisad(NBSP-India),SouthAsianChamberofScientific,ResearchandDevelop-
ment, International Association of Professional and Fellow Engineers, USA. This
time,duetoCOVID-19pandemicconditions,theconferenceistakingplaceinvirtual
spaceatComillaUniversity,Bangladesh,butinterestinglywithalargerparticipation
than ever. The theme of the conference was very thoughtfully decided as machine
intelligenceanddatasciences.Withincreasinginterestinbuildingmoreandmore
sophisticatedsystemsonthewheelsoftremendousdatagenerationanditsprocessing
capabilities, the topic appears to be most suitable to the current research inclina-
tion of the academic fraternity. The type of research submissions received further
strengthensthesuitabilityofthethemeoftheconference.Againagreatpleasureto
sharethattheresearchersfrom17differentcountriesaroundthecontinentssubmitted
theirresearchcontributionsintheformofarticlesandthusmakingtheconference
a wonderful platform for exchange of ideas and further strengthening the collab-
orations among the interested people in the research fraternity. This volume is a
compilation of the chapters of various presentations presented in conference with
the aim to be a memoir to the event. The theme of the International Conference
is Machine Intelligence and Applications and it comprises of four tracks. Track 1
addressesthealgorithmicaspectofmachineintelligence,whileTrack2includesthe
frameworkandoptimizationofvariousalgorithms.Track3includesallthepapers
related to wide applications in various fields, and the book volume may end with
v
vi Preface
Track4whichwillincludeinterdisciplinaryapplications.Wetrulybelievethatthe
bookwillfitasagoodreadforthoselookingforwardtoexploringareasofmachine
learninganditsapplications.
Plzenˇ,CzechRepublic VaclavSkala
Dehradun,India T.P.Singh
Dehradun,India TanupriyaChoudhury
Dehradun,India RaviTomar
Kotbari,Bangladesh Md.AbulBashar
Contents
RiseofBlockchain-BasedNon-fungibleTokens(NFTs):Overview,
Trends,andFutureProspects ....................................... 1
HarshVardhanSinghRawat, DikshaBisht, SandeepKumar,
andSarishmaDangi
AnEfficientDataPreparationStrategyforSentimentAnalysis
withAssociativeDatabase .......................................... 11
DiptoBiswas,Md.Samsuddoha,andParthaChakraborty
AComparisonofTraditionalandEnsembleMachineLearning
ApproachesforParkinson’sDiseaseClassification .................... 25
KevinSabu, MaddulaRamnath, AnkurChoudhary, GauravRaj,
andArunPrakashAgrawal
ReducingErrorRateforEye-TrackingSystembyApplyingSVM ...... 35
NafizIshtiaqueAhmedandFatemaNasrin
Eye-Gaze-ControlledWheelchairSystemwithVirtualKeyboard
forDisabledPersonUsingRaspberryPi ............................. 49
ParthaChakraborty,Md.MofizulAlamMozumder,andMd.SaifHasan
SATLabel:AFrameworkforSentimentandAspectTermsBased
AutomaticTopicLabelling ......................................... 63
KhandakerTayefShahriar, MohammadAliMoni,
MohammedMoshiulHoque, MuhammadNazrulIslam,
andIqbalH.Sarker
DerivingSoftBiometricFeaturefromFacialImages .................. 77
MazidaA.Ahmed, RidipD.Choudhury, VaskarDeka,
ManashP.Bhuyan,andParvezA.Boruah
RetinalDiseaseClassificationfromRetinal-OCTImagesUsing
DeepLearningMethods ............................................ 95
ArchanaNaik,B.S.Pavana,andKavithaSooda
vii
viii Contents
StockRecommendationBOTforSwingTradingandLong-Term
InvestmentsinIndianStockMarkets ................................ 105
SamarthPatgaonkar,SnehaDharamsi,AyushJain,andNimeshMarfatia
IssuesinMachineTranslation—ACaseStudyoftheKashmiri
Language ......................................................... 117
NawazAliLone,KaiserJ.Giri,andRumaanBashir
BangladeshiLandCoverChangeDetectionwithSateliteImage
UsingGISTechniques ............................................. 125
KaziAtaiKibria, AlAkramChowdhury, AbuSalehMusaMiah,
Md.RagibShahriar, ShahanazPervin, JungpilShin,
Md.MamunurRashid,andAtiquerRahmanSarkar
Genetic Algorithm-Based Optimal Deep Neural Network
forDetectingNetworkIntrusions ................................... 145
SouravAdhikary, Md.MusfiqueAnwar,
MohammadJabedMorshedChowdhury,andIqbalH.Sarker
DeepConvolutionalNeuralNetwork-BasedBanglaSignLanguage
DetectiononaNovelDataset ....................................... 157
Md.JahidHasan,S.K.NahidHasan,andKaziSaeedAlam
Avyanna:AWebsiteforWomen’sSafety ............................. 169
RiyaSil,AvijoyDasBhowmick,BharatBhushan,andAyanSikdar
Web Page Classification Based on Novel Black Widow
Meta-HeuristicOptimizationwithDeepLearningTechnique .......... 177
V.GokulaKrishnan,J.Deepa,PinagadiVenkateswaraRao,andV.Divya
ASystematicStudyonNetworkAttacksandIntrusionDetection
System ........................................................... 195
MilanSamantaray,SuneetaSatapathy,andArundhatiLenka
AchievingDataPrivacyUsingExtendedNMF ........................ 211
NeetikaBhandariandPayalPahwa
ChallengesofRobotics:AQuestforanIntegratedAction ............. 227
Md.ToriqulIslam,RidoanKarim,andSonaliVyas
DevelopinganIntegratedHybridApptoReduceOverproduction
andWaitingTimeUsingKanbanBoard ............................. 239
AkanshaYadavandGirijaJha
ImplementationofGamifiedNavigationandLocationMapping
UsingAugmentedReality .......................................... 265
R.Janarthanan,A.Annapoorani,S.Abhilash,andP.Dinesh
ASurveyonAutonomousVehicles .................................. 277
Md.HashimandPoojaDehraj
Contents ix
Impact of Innovative Technology on Quality Education: The
ResourcefulIntelligenceforSmartSocietyDevelopment .............. 293
SuplabKantiPodder,BennyThomas,andDebabrataSamanta
AReviewonVirtualRealityandApplicationsforNextGeneration
SystemsandSociety5.0 ............................................ 303
DishantKhosla,SarwanSingh,ManvinderSharma,AyushSharma,
GauravBharti,andGeetendraRajput
FacialRecognitionwithComputerVision ............................ 313
VisheshJindal,ShailendraNarayanSingh,andSoumyaSuvraKhan
CommunityStrengthAnalysisinSocialNetworkUsingCloud
Computing ........................................................ 331
A.Rohini,T.SudalaiMuthu,TanupriyaChoudhury,andS.Visalaxi
ObjectDetectiononDentalX-rayImagesUsingRegion-Based
ConvolutionalNeuralNetworks ..................................... 341
RakibHossen,MinhazulArefin,andMohammedNasirUddin
Real-Time and Context-Based Approach to Provide Users
withRecommendations forScalingofCloudResources Using
MachineLearningandRecommendationSystems .................... 355
AtishayJain
Traffic Density Estimation Using Transfer Learning
withPre-trainedInceptionResNetV2Network ........................ 363
Md.NafisTahmidAkhand,SunandaDas,andMahmudulHasan
AMobileApplicationforSalesRepresentatives:ACaseStudy
ofaLiquorBrand ................................................. 377
SharonXavier,SarojKumarPanigrahy,andAsishKumarDalai
WirelessSensorNetworks(WSNs):TowardanEnergy-Efficient
RoutingProtocolDesign ........................................... 389
NitishPathak,NeelamSharma,andHarshitaChadha
Empirical Analysis of Machine Learning and Deep Learning
TechniquesforCOVID-19DetectionUsingChestX-rays .............. 399
VitteshaGuptaandArunimaJaiswal
ComparativeAnalysisofMachineLearningandDeepLearning
AlgorithmsforSkinCancerDetection ............................... 409
NikitaThakurandArunimaJaiswal
InvestigatingEfficacyofTransferLearningforFruitClassification ..... 419
VikasKhullar, RajGaurangTiwari, AmbujKumarAgarwal,
andAlokMisra