{"id":"https://openalex.org/W7219280295","doi":null,"title":"Design And Analyze the Framework for Preventing Cyberbullying in Social Networking Sites Using a Deep Learning Model","display_name":"Design And Analyze the Framework for Preventing Cyberbullying in Social Networking Sites Using a Deep Learning Model","publication_year":2023,"publication_date":"2023-05-13","ids":{"openalex":"https://openalex.org/W7219280295"},"language":"en","primary_location":{"id":"pmh:oai:ojs2.journal.ijprse.com:article/835","doi":null,"is_oa":true,"landing_page_url":"https://journal.ijprse.com/index.php/ijprse/article/view/835","pdf_url":"https://journal.ijprse.com/index.php/ijprse/article/download/835/804","source":{"id":"https://openalex.org/S5407053584","display_name":"International Journal of Progressive Research in Science and Engineering","issn_l":"2582-7898","issn":["2582-7898"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2582-7898","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journal.ijprse.com/index.php/ijprse/article/download/835/804","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5156762431","display_name":"Balaji Nallapati","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4387152313","display_name":"Adithya Institute of Technology","ror":"https://ror.org/04p22jz17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387152313"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Balaji Nallapati","raw_affiliation_strings":["Student, Department of Computer science and Engineering , Adithya institute of technology , Coimbatore ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Student, Department of Computer science and Engineering , Adithya institute of technology , Coimbatore ,","institution_ids":["https://openalex.org/I4387152313"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5156538116","display_name":"Pawan Kumar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4387152313","display_name":"Adithya Institute of Technology","ror":"https://ror.org/04p22jz17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387152313"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pawan Kumar","raw_affiliation_strings":["Student, Department of Computer science and Engineering , Adithya institute of technology , Coimbatore ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Student, Department of Computer science and Engineering , Adithya institute of technology , Coimbatore ,","institution_ids":["https://openalex.org/I4387152313"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5156575495","display_name":"M. Latha","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]},{"id":"https://openalex.org/I4387152313","display_name":"Adithya Institute of Technology","ror":"https://ror.org/04p22jz17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387152313"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"M. Latha","raw_affiliation_strings":["Anna University , Tamil Nadu , India","Supervisor, Department of Computer science and Engineering , Adithya institute of technology , Coimbatore ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anna University , Tamil Nadu , India","institution_ids":["https://openalex.org/I33585257"]},{"raw_affiliation_string":"Supervisor, Department of Computer science and Engineering , Adithya institute of technology , Coimbatore ,","institution_ids":["https://openalex.org/I4387152313"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29977207,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cyberbullying-detection","display_name":"cyberbullying detection","score":0.9919999837875366},{"id":"https://openalex.org/keywords/online-social-networks","display_name":"social networking sites","score":0.9789999723434448},{"id":"https://openalex.org/keywords/hybrid-cnn-lstm-model","display_name":"CNN-LSTM hybrid model","score":0.8019999861717224},{"id":"https://openalex.org/keywords/word2vec-embeddings","display_name":"Word2Vec embeddings","score":0.8569999933242798},{"id":"https://openalex.org/keywords/toxicity-classification","display_name":"toxicity classification","score":0.6909999847412109},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.6470000147819519},{"id":"https://openalex.org/keywords/online-harassment","display_name":"online harassment","score":0.4099999964237213}],"concepts":[{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.745199978351593},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7444000244140625},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6299999952316284},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6133000254631042},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5548999905586243},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.4569000005722046},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.45680001378059387},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4237000048160553},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4180999994277954},{"id":"https://openalex.org/C2776716606","wikidata":"https://www.wikidata.org/wiki/Q1761451","display_name":"Embarrassment","level":2,"score":0.4178999960422516},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.3718999922275543},{"id":"https://openalex.org/C112758219","wikidata":"https://www.wikidata.org/wiki/Q16038819","display_name":"Duration (music)","level":2,"score":0.3718999922275543},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.3668999969959259},{"id":"https://openalex.org/C2779344036","wikidata":"https://www.wikidata.org/wiki/Q11320476","display_name":"Digital content","level":2,"score":0.35280001163482666},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.35179999470710754},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3488999903202057},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.34279999136924744},{"id":"https://openalex.org/C169093310","wikidata":"https://www.wikidata.org/wiki/Q3702971","display_name":"Personally identifiable information","level":2,"score":0.3375000059604645},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.33320000767707825},{"id":"https://openalex.org/C99221444","wikidata":"https://www.wikidata.org/wiki/Q1532069","display_name":"Private information retrieval","level":2,"score":0.32109999656677246},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.32019999623298645},{"id":"https://openalex.org/C2776854237","wikidata":"https://www.wikidata.org/wiki/Q6031064","display_name":"Information sharing","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.28540000319480896},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C2776324614","wikidata":"https://www.wikidata.org/wiki/Q3948731","display_name":"Web content","level":3,"score":0.2694999873638153},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.2605000138282776},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.2583000063896179},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ojs2.journal.ijprse.com:article/835","doi":null,"is_oa":true,"landing_page_url":"https://journal.ijprse.com/index.php/ijprse/article/view/835","pdf_url":"https://journal.ijprse.com/index.php/ijprse/article/download/835/804","source":{"id":"https://openalex.org/S5407053584","display_name":"International Journal of Progressive Research in Science and Engineering","issn_l":"2582-7898","issn":["2582-7898"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2582-7898","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ojs2.journal.ijprse.com:article/835","doi":null,"is_oa":true,"landing_page_url":"https://journal.ijprse.com/index.php/ijprse/article/view/835","pdf_url":"https://journal.ijprse.com/index.php/ijprse/article/download/835/804","source":{"id":"https://openalex.org/S5407053584","display_name":"International Journal of Progressive Research in Science and Engineering","issn_l":"2582-7898","issn":["2582-7898"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2582-7898","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7219280295.pdf","grobid_xml":"https://content.openalex.org/works/W7219280295.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3159201688","https://openalex.org/W4411308595","https://openalex.org/W7218941864","https://openalex.org/W3147570035","https://openalex.org/W4316087179","https://openalex.org/W4387366667","https://openalex.org/W7203485364","https://openalex.org/W4229378941","https://openalex.org/W4410238031","https://openalex.org/W7217947351"],"abstract_inverted_index":{"Cyberbullying":[0,15,40],"is":[1,137,168,219],"bullying":[2,176],"that":[3,140],"takes":[4],"place":[5],"over":[6],"digital":[7],"devices":[8],"like":[9],"cell":[10],"phones,":[11],"computers,":[12],"and":[13,21,102,119,155,191,226,241,255,262],"tablets.":[14],"can":[16,33,56,201],"occur":[17],"through":[18],"SMS,":[19],"Text,":[20],"apps,":[22],"or":[23,29,37,44,49,60,68,87,106,173,177],"online":[24,75],"in":[25,113,210,252],"social":[26],"media,":[27],"forums,":[28],"gaming":[30],"where":[31],"people":[32],"view,":[34],"participate":[35],"in,":[36],"share":[38,74],"content.":[39],"includes":[41],"sending,":[42],"posting,":[43],"sharing":[45,58],"negative,":[46,85],"harmful,":[47],"false,":[48],"mean":[50],"content":[51,71,80,89],"about":[52,63],"someone":[53,64],"else.":[54],"It":[55],"include":[57],"personal":[59,79],"private":[61],"information":[62,234],"else":[65],"causing":[66],"embarrassment":[67],"humiliation.":[69],"The":[70,131],"an":[72],"individual":[73],"\u2013":[76,90],"both":[77],"their":[78,99],"as":[81,83,175],"well":[82],"any":[84],"mean,":[86],"hurtful":[88],"creates":[91],"a":[92,145,211,220,229,236,249],"kind":[93],"of":[94,98,134,163,204,222,239],"permanent":[95],"public":[96],"record":[97],"views,":[100],"activities,":[101],"behavior.":[103],"To":[104],"avoid":[105],"detecting":[107,152,256],"cyberbullying":[108,153,258],"attacks,":[109],"many":[110],"existing":[111],"approaches":[112],"the":[114,128,161,181,257],"literature":[115],"incorporate":[116],"Machine":[117],"Learning":[118],"Natural":[120],"Language":[121],"Processing":[122],"text":[123,240],"classification":[124,254],"models":[125],"without":[126],"considering":[127],"sentence":[129],"semantics.":[130],"main":[132],"goal":[133],"this":[135,244],"project":[136,143],"to":[138,159,170,188,232],"overcome":[139],"issue.":[141],"This":[142,166],"proposed":[144],"model":[146,167,245],"LSTM":[147,184],"-":[148],"CNN":[149,247],"architecture":[150],"for":[151],"attacks":[154,259],"it":[156,227],"used":[157,169],"word2vec":[158],"train":[160],"custom":[162],"word":[164],"embeddings.":[165],"classify":[171],"tweets":[172],"comments":[174],"non-bullying":[178],"based":[179,194],"on":[180,195,260],"toxicity":[182],"score.":[183],"networks":[185],"are":[186],"well-suited":[187],"classifying,":[189],"processing,":[190],"making":[192],"predictions":[193],"time":[196,212],"series":[197],"data,":[198],"since":[199],"there":[200],"be":[202],"lags":[203],"unknown":[205],"duration":[206],"between":[207],"important":[208],"events":[209],"series.":[213],"A":[214],"convolutional":[215,230],"neural":[216,224],"network":[217,225],"(CNN)":[218],"type":[221],"artificial":[223],"has":[228],"layer":[231],"extract":[233],"by":[235,242],"larger":[237],"piece":[238],"using":[243],"LSTM-":[246],"achieve":[248],"higher":[250],"accuracy":[251],"analysis,":[253],"posts":[261],"comments.":[263]},"counts_by_year":[],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2026-10-04T00:00:00"}