{"id":"https://openalex.org/W7131098287","doi":"https://doi.org/10.1109/snams67467.2025.11391224","title":"Machine Learning Modeling Social Media Networks","display_name":"Machine Learning Modeling Social Media Networks","publication_year":2025,"publication_date":"2025-11-25","ids":{"openalex":"https://openalex.org/W7131098287","doi":"https://doi.org/10.1109/snams67467.2025.11391224"},"language":null,"primary_location":{"id":"doi:10.1109/snams67467.2025.11391224","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snams67467.2025.11391224","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Social Networks Analysis, Management and Security (SNAMS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5126586933","display_name":"Haoyuan Li","orcid":null},"institutions":[{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Haoyuan Li","raw_affiliation_strings":["Universitat Autònoma de Barcelona,CAOS Dept.,Barcelona,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Autònoma de Barcelona,CAOS Dept.,Barcelona,Spain","institution_ids":["https://openalex.org/I71999127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126588243","display_name":"Andreu Espinet Torrescassana","orcid":null},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andreu Espinet Torrescassana","raw_affiliation_strings":["Universitat Oberta de Catalunya,IT, Multimedia and Telecommunications Dep.,Barcelona,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Oberta de Catalunya,IT, Multimedia and Telecommunications Dep.,Barcelona,Spain","institution_ids":["https://openalex.org/I138847295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126627871","display_name":"Eduardo C\u00e1sar Galobardes","orcid":null},"institutions":[{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Eduardo C\u00e1sar Galobardes","raw_affiliation_strings":["Universitat Autònoma de Barcelona,CAOS Dept.,Barcelona,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Autònoma de Barcelona,CAOS Dept.,Barcelona,Spain","institution_ids":["https://openalex.org/I71999127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064997043","display_name":"Anna Sikora","orcid":"https://orcid.org/0000-0003-0090-4109"},"institutions":[{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Anna Sikora","raw_affiliation_strings":["Universitat Autònoma de Barcelona,CAOS Dept.,Barcelona,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Autònoma de Barcelona,CAOS Dept.,Barcelona,Spain","institution_ids":["https://openalex.org/I71999127"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126618109","display_name":"Josep Jorba","orcid":null},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Josep Jorba","raw_affiliation_strings":["Universitat Oberta de Catalunya,IT, Multimedia and Telecommunications Dep.,Barcelona,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Oberta de Catalunya,IT, Multimedia and Telecommunications Dep.,Barcelona,Spain","institution_ids":["https://openalex.org/I138847295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69397168,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"499","last_page":"506"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.0949999988079071,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.0949999988079071,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.05000000074505806,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.04500000178813934,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7304999828338623},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6682999730110168},{"id":"https://openalex.org/keywords/replicate","display_name":"Replicate","score":0.4587000012397766},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.45829999446868896},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.450300008058548},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.41530001163482666},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4133000075817108}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7631000280380249},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7304999828338623},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7221999764442444},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7111999988555908},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6682999730110168},{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.4587000012397766},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.45829999446868896},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.450300008058548},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.41530001163482666},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4133000075817108},{"id":"https://openalex.org/C126349790","wikidata":"https://www.wikidata.org/wiki/Q905036","display_name":"Computational sociology","level":2,"score":0.4083999991416931},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4065999984741211},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.37299999594688416},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3522999882698059},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.34709998965263367},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.33379998803138733},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.30489999055862427},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.29490000009536743},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2800999879837036}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/snams67467.2025.11391224","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snams67467.2025.11391224","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Social Networks Analysis, Management and Security (SNAMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1987971958","https://openalex.org/W1990130348","https://openalex.org/W2040467972","https://openalex.org/W2141245797","https://openalex.org/W2149230623","https://openalex.org/W2153233077","https://openalex.org/W2225156818","https://openalex.org/W2546977514","https://openalex.org/W2741036097","https://openalex.org/W2948978827","https://openalex.org/W2949676527","https://openalex.org/W3009535589","https://openalex.org/W3048804154","https://openalex.org/W3135281583","https://openalex.org/W3144293453","https://openalex.org/W3208746126","https://openalex.org/W4226076258","https://openalex.org/W4300472110","https://openalex.org/W4385573966","https://openalex.org/W4387490902","https://openalex.org/W4404800755"],"related_works":[],"abstract_inverted_index":{"Social":[0],"media":[1,103],"networks":[2],"are":[3],"increasingly":[4],"crucial":[5],"in":[6],"our":[7,111,148],"lives,":[8],"shaping":[9],"communication,":[10],"public":[11],"opinion,":[12],"and":[13,22,33,57,78,105,125,129,138,151,161,173],"economic":[14],"trends,":[15],"influencing":[16],"industries":[17],"such":[18],"as":[19],"marketing,":[20],"journalism,":[21],"finance.":[23],"Understanding":[24],"their":[25,37],"dynamics":[26],"is":[27,39,44,61],"demanding.":[28],"With":[29],"billions":[30],"of":[31,163,170],"users":[32,124,137,150],"constant":[34],"updates,":[35],"modeling":[36,42],"complexity":[38],"challenging.":[40],"Agent-based":[41],"(ABM)":[43],"a":[45,62],"promising":[46],"approach":[47],"to":[48,134],"understanding":[49],"social":[50,102,174],"network":[51,175],"communities,":[52],"enabling":[53,166],"individual":[54],"behavior":[55],"definition":[56],"system-level":[58],"simulation.":[59],"ABM":[60,73,117,164],"powerful":[63,97],"technique":[64],"for":[65,99,122],"testing":[66],"algorithmic":[67],"impacts":[68],"on":[69,141],"user":[70],"behavior.":[71],"Leveraging":[72],"requires":[74],"robust":[75,168],"data":[76],"processing":[77],"storage":[79],"capabilities,":[80],"where":[81],"High":[82],"Performance":[83],"Computing":[84],"(HPC)":[85],"excels,":[86],"efficiently":[87],"handling":[88],"complex":[89],"computations.":[90],"Additionally,":[91],"Machine":[92,180],"Learning":[93],"(ML)":[94],"techniques":[95],"provide":[96],"tools":[98],"analyzing":[100],"vast":[101],"datasets":[104],"generating":[106],"realistic":[107],"synthetic":[108,136,149],"data.":[109,143],"In":[110],"work,":[112],"we":[113],"integrate":[114],"ML":[115],"with":[116],"by":[118],"employing":[119],"clustering":[120],"methods":[121],"classifying":[123],"Variational":[126,131],"Autoencoders":[127,132],"(VAE)":[128],"Conditional":[130],"(CVAE)":[133],"generate":[135],"contents":[139],"based":[140],"realworld":[142],"Our":[144],"results":[145],"demonstrate":[146],"that":[147],"generated":[152],"content":[153],"accurately":[154],"replicate":[155],"real-world":[156],"ones,":[157],"enhancing":[158],"the":[159],"realism":[160],"scalability":[162],"simulations,":[165],"more":[167],"studies":[169],"online":[171],"behaviors":[172],"evolution.":[176],"Index":[177],"Terms-Social":[178],"Networks,":[179],"Learning,":[181],"ABMS":[182]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-02-24T00:00:00"}