Recent Advances in Artificial Intelligence and Data Engineering: Select Proceedings of AIDE 2020 (Advances in Intelligent Systems and Computing, 1386) PDF
Preview Recent Advances in Artificial Intelligence and Data Engineering: Select Proceedings of AIDE 2020 (Advances in Intelligent Systems and Computing, 1386)
Advances in Intelligent Systems and Computing 1386 Pushparaj Shetty D. Surendra Shetty Editors Recent Advances in Artificial Intelligence and Data Engineering Select Proceedings of AIDE 2020 Advances in Intelligent Systems and Computing Volume 1386 SeriesEditor JanuszKacprzyk,SystemsResearchInstitute,PolishAcademyofSciences, Warsaw,Poland AdvisoryEditors NikhilR.Pal,IndianStatisticalInstitute,Kolkata,India RafaelBelloPerez,FacultyofMathematics,PhysicsandComputing, UniversidadCentraldeLasVillas,SantaClara,Cuba EmilioS.Corchado,UniversityofSalamanca,Salamanca,Spain HaniHagras,SchoolofComputerScienceandElectronicEngineering, UniversityofEssex,Colchester,UK LászlóT.Kóczy,DepartmentofAutomation,SzéchenyiIstvánUniversity, Gyor,Hungary VladikKreinovich,DepartmentofComputerScience,UniversityofTexas atElPaso,ElPaso,TX,USA Chin-TengLin,DepartmentofElectricalEngineering,NationalChiao TungUniversity,Hsinchu,Taiwan JieLu,FacultyofEngineeringandInformationTechnology, UniversityofTechnologySydney,Sydney,NSW,Australia PatriciaMelin,GraduateProgramofComputerScience,TijuanaInstitute ofTechnology,Tijuana,Mexico NadiaNedjah,DepartmentofElectronicsEngineering,UniversityofRiodeJaneiro, RiodeJaneiro,Brazil NgocThanhNguyen ,FacultyofComputerScienceandManagement, WrocławUniversityofTechnology,Wrocław,Poland JunWang,DepartmentofMechanicalandAutomationEngineering, TheChineseUniversityofHongKong,Shatin,HongKong Theseries“AdvancesinIntelligentSystemsandComputing”containspublications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing.Virtuallyalldisciplinessuchasengineering,naturalsciences,computer and information science, ICT, economics, business, e-commerce, environment, healthcare,lifesciencearecovered.Thelistoftopicsspansalltheareasofmodern intelligentsystemsandcomputingsuchas:computationalintelligence,softcomput- ingincludingneuralnetworks,fuzzysystems,evolutionarycomputingandthefusion oftheseparadigms,socialintelligence,ambientintelligence,computationalneuro- science, 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 para- digms,machineethics,intelligentdataanalysis,knowledgemanagement,intelligent agents, intelligent decision making and support, intelligent network security, trust management,interactiveentertainment,Webintelligenceandmultimedia. The publications within “Advances in Intelligent Systems and Computing” are primarily proceedings of important conferences, symposia and congresses. They cover significant recent developments in the field, both of a foundational and applicable character. An important characteristic feature of the series is the short publication time and world-wide distribution. This permits a rapid and broad disseminationofresearchresults. Indexed by DBLP, INSPEC, WTI Frankfurt eG, zbMATH, Japanese Science and TechnologyAgency(JST). AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience. Moreinformationaboutthisseriesathttp://www.springer.com/series/11156 · Pushparaj Shetty D. Surendra Shetty Editors Recent Advances in Artificial Intelligence and Data Engineering Select Proceedings of AIDE 2020 Editors PushparajShettyD. SurendraShetty DepartmentofMathematical DepartmentofMCA andComputationalSciences NMAMInstituteofTechnology NationalInstituteofTechnologyKarnataka Karkala,India (NITK) Mangalore,India ISSN2194-5357 ISSN2194-5365 (electronic) AdvancesinIntelligentSystemsandComputing ISBN978-981-16-3341-6 ISBN978-981-16-3342-3 (eBook) https://doi.org/10.1007/978-981-16-3342-3 ©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,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbook 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 ThisvolumeofArtificialEngineeringinDataEngineeringcontainstheproceedings of the 2nd International Conference on Emerging Trends in Engineering—ICETE 2020 being held in NMAM Institute of Technology, Nitte, Karkala, Udupi, India, duringDecember22and23,2020.Someofthebestresearchersinthefielddelivered keynoteaddressonthethemeareasoftheconference.Thisgaveanopportunityto thedelegatestointeractwiththeseexpertsandtoaddresssomeofthechallenging interdisciplinaryproblemsintheareasofartificialintelligenceanddataengineering. AIDE 2020 attracted over 120 submissions. Through rigorous peer review, 41 high-qualitypaperswererecommendedbytheinternationalprogramcommitteetobe presentedattheconferenceandincludedinthisvolume.TheAIDE2020conference isthesecondseriesoftheinternationalconferenceinartificialintelligenceanddata engineeringthatfocusesontherecenttechnologiesandtrendsinartificialintelligence anddataengineeringfieldingeneral. AIDE2020wasdevotedtonovelmethodsinthefieldsofmachinelearning,IoT, artificialintelligence,deeplearning,computernetworks,cloudcomputing,anddata mining.Theconferencefeaturesseveralkeynoteaddressesintheareaofadvanced computer science and information technology processing. These areas have been recognizedtobethekeytechnologiespoisedtoshapemodernsocietyintheupcoming decade. Onbehalfoftheorganizingcommittee,wewouldliketoacknowledgethesupport fromsponsorswhohelpedinonewayortheothertoachieveourgoalsfortheconfer- ence.WewishtoexpressourappreciationtoSpringerforpublishingtheproceedings ofAIDE2020.Wealsowishtoacknowledgethededicationandcommitmentofthe AIDEEditorialStaff.Wewouldliketothanktheauthorsforsubmittingtheirwork, aswellasthetechnicalprogramcommitteemembersandreviewersfortheirenthu- siasm, time, and valuable suggestions. The invaluable help of the members from the organizing committee and volunteers in setting up and maintaining the online v vi Preface submission systems, assigning papers to the reviewers, and preparing the camera- readyversionoftheproceedingsishighlyappreciated.Wewouldliketoprofusely thankthemformakingAIDE2020asuccess. Mangalore,India Dr.SurendraShetty Karkala,India Dr.PushparajShettyD. January2021 Contents SmartEnvironmentandNetworkIssues MachineLearning-BasedEnsembleNetworkSecuritySystem ......... 3 PrashanthP.Wagle,ShobhaRani,SuhasB.Kowligi,B.H.Suman, B.Pramodh,PranawKumar,SrinivasaRaghavan,K.AdityaShastry, H.A.Sanjay,ManojKumar,K.Nagaraj,andC.Subhash MachineLearning-BasedAirPollutionPrediction .................... 17 SheethalShivakumar, K.AdityaShastry, SimranjithSingh, SalmanPasha,B.C.Vinay,andV.Sushma Crop and Fertilizer Recommendation System Based on Soil Classification ...................................................... 29 Pruthviraj,G.C.Akshatha,K.AdityaShastry,Nagaraj,andNikhil HumanActivityClassificationUsingDeepConvolutionalNeural Network .......................................................... 41 AniketVerma,AmitSuman,VidyadeviG.Biradar,andS.Brunda IntelligentIoT-BasedProductDispenserandBillingSystem ........... 51 RoshanFernandes, AnishaP.Rodrigues, AnushaRani, RachanaPandit,VijayaPadmanabha,andB.A.Mohan ModelsPredictingPM2.5Concentrations—AReview ................ 65 AnushaAnchan,B.ShabariShedthi,andG.R.Manasa PerformanceAnalysisofModifiedTCPNewRenoforMANETs ....... 85 SharadaU.Shenoy,UdayaKumarK.Shenoy,andM.SharmilaKumari SmartHealthandPatternRecognition Identification of Helmets on Motorcyclists and Seatbelt onFour-WheelerDrivers ........................................... 99 DivyanshSaini, VedashreeArundekar, K.V.Priya, andDivyaJenniferD’Souza vii viii Contents PredictionofAutisminChildrenwithDown’sSyndromeUsing MachineLearningAlgorithms ...................................... 109 D.N.Disha,SSeema,andK.AdityaShastry SpeechEmotionRecognitionUsingK-NearestNeighborClassifiers .... 123 M.VenkataSubbarao,SudheerKumarTerlapu,NandigamGeethika, andKudupudiDurgaHarika ObjectDetectionandVoiceGuidancefortheVisuallyImpaired UsingaSmartApp ................................................ 133 RamyaSrikanteswara, M.ChandrashekarReddy, M.Himateja, andK.MaheshKumar ApplicationtoAidHearingandSpeechImpairedPeople .............. 145 AkshathaPatkar,SteveMartis,Anupriya,Rakshith,andDeepthiG.Pai VariantsofFuzzyC-MeansonMRIModalityforCancerImage Archives .......................................................... 161 C.K.Roopa,B.S.Harish,andR.KasturiRangan A Review on Effectiveness of AI and ML Techniques forClassificationofCOVID-19MedicalImages ...................... 171 M.J.DileepKumar,G.Santhosh,PrabhaNiranjajn,andG.R.Manasa MedicalImageEncryptionUsingSCANTechniqueandChaotic TentMapSystem .................................................. 181 Kiran,B.D.Parameshachari,andH.T.Panduranga Utilization of Dark Data from Electronic Health Records fortheEarlyDetectionofAlzheimer’sDisease ....................... 195 SonamV.MajuandO.S.GnanaPrakasi BrainTumorSegmentationUsingCapsuleNeuralNetwork ........... 205 JyothiShetty,ShravyaShetty,VijayaShetty,andChiragRai ForgeryDetectionandImageRecommendationSystems UsingMachineLearningforImageRecommendationinNews Articles ........................................................... 215 RohitJere, AnantPandey, HasibShaikh, SulochanaNadgeri, andPragatiChandankhede AnApproachtoNoisySyntheticColorImageSegmentationUsing UnsupervisedCompetitiveSelf-OrganizingMap ...................... 227 P.Ganesan, B.S.Sathish, L.M.I.LeoJoseph, B.Girirajan, P.Anuradha,andR.Murugesan Building Dataset and Deep Learning-Based Inception Model fortheCharacterClassificationofTigalariScript .................... 239 SachinS.Bhat,AlakaAnanth,RajashreeNambiar,andNagarajBhat Contents ix HandwrittenCharacterRecognitionUsingDeepConvolutional NeuralNetworks .................................................. 253 R.Shashank,A.AdarshRai,andP.SrinivasaPai ImplementingFaceSearchUsingHaarCascade ...................... 263 RamyashreeandP.S.Venugopala DeepLearningPhotographCaptionGenerator ....................... 277 SavithaShetty, SarikaHegde, SarithaShetty, DeepthiShetty, M.R.Sowmya,ReevanMiranda,FedrickSequeira,andJoystonMenezes StreamingofMultimediaDataUsingSCTPfromanEmbedded Platform .......................................................... 289 E.S.VaniandSankarDasiga A Fast Block-Based Technique to Detect Copy-Move Forgery inDigitalImages .................................................. 299 VaneetKour,PreetiAggarwal,andRavreetKaur Bottlenecks in Finite Impulse Response Filter Architectures onaReconfigurablePlatform ....................................... 309 KunjanD.ShindeandC.Vijaya Copy-Move Image Forgery Detection Using Discrete Cosine Transforms ....................................................... 327 R.P.VandanaandP.S.Venugopala SentimentClassificationandDataAnalysis ADetailAnalysisandImplementationofHaarCascadeClassifier ...... 341 GauravGhoshandK.S.Swarnalatha SentimentAnalysisofTwitterPostsinEnglish,KannadaandHindi languages ......................................................... 361 SarithaShetty, SarikaHegde, SavithaShetty, DeepthiShetty, M.R.Sowmya,RahulShetty,SourabhRao,andYashasShetty AnEfficientAlgorithmforFruitRipenessDetection .................. 377 SharathKumarandRamyashree KannadaDocumentClassificationUsingUnicodeTermEncoding OverVectorSpace ................................................. 387 R.KasturiRanganandB.S.Harish DeterminingStockMarketAnomaliesbyUsingOptimizedz-Score TechniqueonClustersObtainedfromK-Means ...................... 401 BibekKumarSardar,S.Pavithra,H.A.Sanjay,andPrasantaGogoi Data-DrivenStrategiesRecommendationforCreatingMOOCs forEffectiveOnlineLearningExperience ............................ 415 TanayPratapandSanjaySingh
The list of books you might like
