Data Analytics for Social Microblogging Platforms

330 Pages·2022·6.039 MB·English

by  Soumi Dutta, Asit Kumar Das, Saptarshi Ghosh, Debabrata Samanta

DATA ANALYTICS
FOR SOCIAL
MICROBLOGGING
PLATFORMS
This page intentionally left blank
Hybrid Computational Intelligence for
Pattern Analysis and Understanding Series
DATA ANALYTICS
FOR SOCIAL
MICROBLOGGING
PLATFORMS
SeriesEditors
SIDDHARTHABHATTACHARYYA
NILANJANDEY
SOUMIDUTTA
DepartmentofComputerApplicationandScience
InstituteofEngineering&Management(IEM)
Kolkata,India
ASITKUMARDAS
DepartmentofComputerScienceandTechnology
IIESTShibpur
Howrah,India
SAPTARSHIGHOSH
DepartmentofComputerScienceandEngineering
IndianInstituteofTechnology,Kharagpur
Kharagpur,India
DEBABRATASAMANTA
DepartmentofComputerScience
CHRIST(DeemedtobeUniversity)
Bangalore,India
AcademicPressisanimprintofElsevier
125LondonWall,LondonEC2Y5AS,UnitedKingdom
525BStreet,Suite1650,SanDiego,CA92101,UnitedStates
50HampshireStreet,5thFloor,Cambridge,MA02139,UnitedStates
TheBoulevard,LangfordLane,Kidlington,OxfordOX51GB,UnitedKingdom
Copyright©2023ElsevierInc.Allrightsreserved.
Nopartofthispublicationmaybereproducedortransmittedinanyformorbyanymeans,
electronicormechanical,includingphotocopying,recording,oranyinformationstorageand
retrievalsystem,withoutpermissioninwritingfromthepublisher.Detailsonhowtoseek
permission,furtherinformationaboutthePublisher’spermissionspoliciesandourarrangements
withorganizationssuchastheCopyrightClearanceCenterandtheCopyrightLicensingAgency,
canbefoundatourwebsite:www.elsevier.com/permissions.
Thisbookandtheindividualcontributionscontainedinitareprotectedundercopyrightbythe
Publisher(otherthanasmaybenotedherein).
Notices
Knowledgeandbestpracticeinthisfieldareconstantlychanging.Asnewresearchandexperience
broadenourunderstanding,changesinresearchmethods,professionalpractices,ormedical
treatmentmaybecomenecessary.
Practitionersandresearchersmustalwaysrelyontheirownexperienceandknowledgein
evaluatingandusinganyinformation,methods,compounds,orexperimentsdescribedherein.In
usingsuchinformationormethodstheyshouldbemindfuloftheirownsafetyandthesafetyof
others,includingpartiesforwhomtheyhaveaprofessionalresponsibility.
Tothefullestextentofthelaw,neitherthePublishernortheauthors,contributors,oreditors,
assumeanyliabilityforanyinjuryand/ordamagetopersonsorpropertyasamatterofproducts
liability,negligenceorotherwise,orfromanyuseoroperationofanymethods,products,
instructions,orideascontainedinthematerialherein.
ISBN:978-0-323-91785-8
ForinformationonallAcademicPresspublications
visitourwebsiteathttps://www.elsevier.com/books-and-journals
Publisher:MaraConner
EditorialProjectManager:FranchezcaA.Cabural
ProductionProjectManager:PunithavathyGovindaradjane
CoverDesigner:ChristianBilbow
TypesetbyVTeX
I, Dr. Soumi Dutta, dedicate the book to my parents, daughter, brother,
husband, friends, colleagues, and all my teachers.
I, Dr. Asit Kumar Das, dedicate the book to my wife, son, parents, friends,
and colleagues.
I, Dr. Saptarshi Ghosh, dedicate the book to my wife, parents, friends,
colleagues, and all my teachers.
I, Dr. Debabrata Samanta, dedicate the book to my parents Mr. Dulal
Chandra Samanta, Mrs. Ambujini Samanta, my elder sister Mrs. Tanusree
Samanta, brother-in-law Mr. Soumendra Jana and daughter Ms. Aditri
Samanta.
This page intentionally left blank
Contents
Abouttheauthors xi
Preface xv
Acknowledgments xvii
Aboutthebook xix
PART1 Introduction of intelligent information
filtering and organization systems for social
microbloggingsites
1. Introductiontomicrobloggingsites 3
1.1. Introduction 3
1.2. Onlinesocialnetworkingsites 4
1.3. Advantagesanddisadvantagesofsocialnetworking 6
1.4. Microbloggingsites 6
1.5. Informationofsocialmicrobloggingsites 9
1.6. Challengesinusingmicrobloggingsites 11
1.7. BackgroundoftheTwittermicrobloggingsite 12
1.8. Motivationofresearch 15
1.9. Challengesandrequirementsofmulti-documentsummarization 24
1.10. Contributionsofthisresearch 25
1.11. Conclusion 34
References 35
2. Literaturereviewondataanalyticsforsocialmicroblogging
platforms 39
2.1. Introduction 39
2.2. Attributeselectionanditsapplicationinspamdetection 40
2.3. Summarizationwithvariousmethods 45
2.4. Clusteranalysisofmicroblogs 49
2.5. Conclusion 61
References 61
3. DatacollectionusingTwitterAPI 71
3.1. Introduction 71
3.2. Experimentaldatasetdescription 71
3.3. Datapreprocessing 85
vii
viii Contents
3.4. RemovalofusernamesandURLs 86
3.5. Convertingemojisandemoticonstowords 87
3.6. Conclusion 87
References 88
PART2 Microblogging dataset applications and
implications
4. Attributeselectiontoimprovespamclassification 95
4.1. Introduction 95
4.2. Literaturesurvey 96
4.3. Methodologyforclassification 100
4.4. Experimentaldataset 108
4.5. Evaluatingperformance 110
4.6. Conclusion 122
References 122
5. Ensemble summarization algorithms for microblog
summarization 129
5.1. Introduction 129
5.2. Basesummarizationalgorithms 131
5.3. Unsupervisedensemblesummarization 133
5.4. Supervisedensemblesummarization 138
5.5. Experimentsandresults 140
5.6. Demonstratingtheinputandoutputofsummarizationalgorithms
throughanexample 145
5.7. Conclusion 161
References 161
6. Graph-basedclusteringtechniqueformicroblogclustering 165
6.1. Introduction 165
6.2. Relatedwork 166
6.3. Backgroundstudies 172
6.4. Proposedmethodology 179
6.5. Resultsanddiscussion 185
6.6. Conclusion 187
References 187
Contents ix
7. Geneticalgorithm-basedmicroblogclusteringtechnique 193
7.1. Introduction 193
7.2. Relatedwork 194
7.3. ClusteringusinggeneticalgorithmsandK-means 198
7.4. Evaluatingperformance 204
7.5. Experimentaldataset 204
7.6. Conclusion 218
References 219
PART3 Attribute selection to improve spam
classification
8. Featureselection-basedmicroblogclusteringtechnique 227
8.1. Introduction 227
8.2. Relatedwork 229
8.3. Microblogclusteringalgorithms 237
8.4. Datasetforclusteringalgorithms 241
8.5. Experimentalresults 241
8.6. Conclusion 249
References 250
9. Dimensionalityreductiontechniquesinmicroblogclustering
models 257
9.1. Introduction 257
9.2. Literaturesurvey 258
9.3. Proposedmethodology 260
9.4. Dataset 266
9.5. Resultsanddiscussion 267
9.6. Conclusion 285
References 285
10.Conclusionandfuturedirections 291
10.1. Introduction 291
10.2. Summaryofcontributions 291
10.3. Futureresearchdirections 292
References 293
Index 297