Machine Intelligence and Data Science Applications: Proceedings of MIDAS 2021 (Lecture Notes on Data Engineering and Communications Technologies, 132) PDF
Preview Machine Intelligence and Data Science Applications: Proceedings of MIDAS 2021 (Lecture Notes on Data Engineering and Communications Technologies, 132)
Lecture 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 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature SingaporePteLtd.2022 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 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
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