Proceedings of the 8th International Conference on Advanced Intelligent Systems and Informatics 2022 PDF
Preview Proceedings of the 8th International Conference on Advanced Intelligent Systems and Informatics 2022
Lecture Notes on Data Engineering and Communications Technologies 152 Aboul Ella Hassanien · Václav Snášel · Mincong Tang · Tien-Wen Sung · Kuo-Chi Chang Editors Proceedings of the 8th International Conference on Advanced Intelligent Systems and Informatics 2022 Lecture Notes on Data Engineering and Communications Technologies Volume 152 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. · · Aboul Ella Hassanien Václav Snášel · · Mincong Tang Tien-Wen Sung Kuo-Chi Chang Editors Proceedings of the 8th International Conference on Advanced Intelligent Systems and Informatics 2022 Editors AboulEllaHassanien VáclavSnášel FacultyofComputersArtificialIntelligence FacultyofElectricalEngineering CairoUniversity andComputerScience Giza,Egypt VŠB-TechnicalUniversityofOstrava Ostrava-Poruba,Moravskoslezsky,Czech MincongTang Republic InternationalCenterforInformatics Research Tien-WenSung BeijingJaiotongUniversity CollegeofComputerScience Beijing,China andMathematics FujianUniversityofTechnology Kuo-ChiChang Fuzhou,Fujian,China FujianUniversityofTechnology NewTaipei,Taiwan ISSN 2367-4512 ISSN 2367-4520 (electronic) LectureNotesonDataEngineeringandCommunicationsTechnologies ISBN 978-3-031-20600-9 ISBN 978-3-031-20601-6 (eBook) https://doi.org/10.1007/978-3-031-20601-6 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature SwitzerlandAG2023 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. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Organization HonoraryChair ProfessorM.F.Tolba,AinShamsUniversity,Cairo,Egypt InternationalAdvisoryBoard ProfessorSiddharthaBhattacharyya,ChristUniversity,Bangalore,India ProfessorMrutyunjayaPanda,UtkalUniversity,VaniViharBhubaneswar-4,Odisha, India ProfessorAbdelkrimHaqiq,FST,Hassan1stUniversity,Settat,Morocco ProfessorJanuszKacprzyk,PolishAcademyofSciences,Poland ProfessorKamelHusseinRahouma,FacultyofComputers,NahdaUniversity,Beni Suef,Egypt ProfessorTien-WenSung,FujianUniversityofTechnology,Fuzhou,China ProfessorFuquanZhang,MinjiangUniversity,Fujian,China ProfessorFaridMeziane,UniversityofDerby,UK ProfessorMohammadHammoudeh,ManchesterMetropolitanUniversity,UK ProfessorSunilVadera,UniversityofSalford,UK ProfessorNarayanC.Debnath,EasternInternationalUniversity,Vietnam ProfessorVáclavSnášel,VSB-TechnicalUniversityofOstrava,CzechRepublic GeneralChair Professor Mincong Tang, International Center for Informatics Research, Beijing JiaotongUniversity,China v vi Organization ConferenceCo-chair Professor Tien-Wen Sung, College of Computer Science and Mathematics, Fujian UniversityofTechnology,China TechnicalProgramChair ProfessorKuo-ChiChang,DepartmentofAppliedIntelligentMechanicalandElec- tricalEngineering,PreparatoryChair,YuDaUniversityofScienceandTechnology, Taiwan,(R.O.C) PublicityChair MohamedAbdelfatah,Egypt InternationalProgramCommittee JoshuaA.Abolarinwa,NamibiaUniversityofScienceandTechnology,Namibia Tolga Ensari, Department of Computer and Information Science, Arkansas Tech University,USA ArezouHarraf,BoxHillCollegeKuwait,Kuwait AminaBuallay,SecretariatGeneraloftheHigherEducationCouncil,Bahrain ArabyMadbouly,MuscatCollege,Oman AbdulNasserNour,An-NajahNationalUniversity,Palestine QasimZureigat,SulaimanAlRajhiSchoolofBusiness,SaudiArabia BasheerAl-Haimi,HebeiUniversity,China TalalAl-Hayale,UniversityofWindsor,Canada ShakirUllah,StratfordUniversity,USA Chin-Shiuh Shieh, National Kaohsiung University of Science and Technology, Taiwan ChrisHughes,UniversityofSalford,UK EssamRashed,NagoyaInstituteofTechnology,Japan PavelKrömer,VSBTechnicalUniversityofOstrava,CzechRepublic IbrahimaFaye,UniversitiTeknologiPETRONAS,Malaysia AhmedHamedAttia,SuezCanalUniversity,Egypt YannisKorkontzelos,EdgeHillUniversity,UK AmnaEleyan,ManchesterMetropolitanUniversity,UK AhmedAli,PrinceSattamBinAbdulazizUniversity,KSA Organization vii EsraaEldesouky,PrinceSattamBinAbdulazizUniversity,KSA EmanH.Alkhammash,TaifUniversity,SaudiArabia RaniaHodhod,ColumbusStateUniversity,USA MohamedMeselhyEltoukhy,SuezCanalUniversity,Egypt MohamedW.AboEl-Soud,SuezCanalUniversity,Egypt DjamelSaba,RenewableEnergyResearchUnitinSaharanregion,Adrar,Algeria LocalArrangementCommitteeChairs Dr. Mohamed Abd ElFatah, Misr Higher Institute for Commerce and Computers, Mansoura,Egypt Dr.MouradRaffat,Egypt Dr.HebaAboulElla,Egypt Preface This volume constitutes the refereed proceedings of the 8th International Confer- ence on Advanced Intelligent Systems and Informatics (AISI 2022), which took place in Cairo, Egypt, November 20–22, 2022. It is an international interdisci- plinary conference covering research and development in informatics and intelli- gentsystems.InresponsetothecallforpapersforAISI2022,wehaveaccepted68 papers,fromthemainconferenceandoneworkshoptitled“Smartsystemsanddata science”organizedbyProf.NajimaDaoudi,ESI,Morocco,andaspecialsessionon BusinessIntelligence,organizedbyProfs.AshrafDarwish,Egypt,andMuhammad TurkiAlshurideh,UnitedArabEmirates.Thepaperscovercurrentresearchindeep learning, machine learning-based applications, real-time system, business intelli- gence, Natural Language Processing, Internet of Things and fog computing, and smartsystemsanddatascience.Wesincerelythanktheplenaryspeakers,workshop chairs, and international program committee members for helping us formulate a richtechnicalprogram. We would like to extend our sincere appreciation for the outstanding work contributed over many months by the local organization chair and publicity chair oftheorganizingcommittee.WealsowishtoexpressourappreciationtotheSRGE membersfortheirassistance.WewouldliketoemphasizethatthesuccessofAISI 2022wouldnothavebeenpossiblewithoutthesupportofmanycommittedvolun- teerswhogenerouslycontributedtheirtime,expertise,andresourcestowardmaking theconferenceanunqualifiedsuccess.Finally,thankstotheSpringerteamfortheir support in all stages of the production of the proceedings. We hope that you will enjoytheconferenceprogram. Giza,Egypt AboulEllaHassanien Ostrava-Poruba,CzechRepublic VáclavSnášel Beijing,China MincongTang Fuzhou,China Tien-WenSung NewTaipei,Taiwan Kuo-ChiChang ix Contents MachineLearning Anti-electricityStealingDetectionBasedonRecurrentNeural Network .......................................................... 3 Wei-haoXiao,Xu-hongHuang,NanZhao,andSheng-pingTang Self-supervisedLearningforForegroundSegmentationwithaFew AmountofLabeledImagesUsingTransformers ...................... 14 IslamOsmanandMohamedS.Shehata AdaptiveCollaborativeLearningProcessinaHybridModel .......... 26 FatimaZohraLhafraandOtmanAbdoun OverviewofGradientDescentAlgorithms:ApplicationtoRailway Regularity ........................................................ 39 ZaynabeRagala,AsmaaRetbi,andSamirBennani MajorRoleofArtificialIntelligence,MachineLearning,andDeep LearninginIdentityandAccessManagementField:Challenges andStateoftheArt ................................................ 50 SaraAboukadri,AafafOuaddah,andAbdellatifMezrioui Analysis of Feature Selection Methods for Network Traffic Classification ...................................................... 65 SaadatIzadi,MahmoodAhmadi,andRojiaNikbazm MOOCVideoClassificationUsingNaturalLanguageProcessing andMachineLearningModel ...................................... 78 OthmanElHarrakandJaberElBouhdidi A Problem and Project-Based Learning Strategy to Promote Students’MotivationinPost-pandemicGraduationDesignStudio: AProspectiveComparativeStudy ................................... 89 BasmaN.El-MowafyandAsmaaM.Hassan xi
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