{"id":"https://openalex.org/W4412536425","doi":"https://doi.org/10.1109/access.2025.3590835","title":"Dynamic Adaptive Parametric Social Network Analysis Using Reinforcement Learning: A Case Study in Topic-Aware Influence Maximization","display_name":"Dynamic Adaptive Parametric Social Network Analysis Using Reinforcement Learning: A Case Study in Topic-Aware Influence Maximization","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412536425","doi":"https://doi.org/10.1109/access.2025.3590835"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3590835","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3590835","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3590835","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093991012","display_name":"Mohammad Hossein Ahmadikia","orcid":null},"institutions":[{"id":"https://openalex.org/I1516879","display_name":"Tarbiat Modares University","ror":"https://ror.org/03mwgfy56","country_code":"IR","type":"education","lineage":["https://openalex.org/I1516879"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Mohammad Hossein Ahmadikia","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, Iran","Graduate Student of Tarbiat Modares University, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, Iran","institution_ids":["https://openalex.org/I1516879"]},{"raw_affiliation_string":"Graduate Student of Tarbiat Modares University, Tehran, Iran","institution_ids":["https://openalex.org/I1516879"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017390255","display_name":"Mehdy Roayaei","orcid":null},"institutions":[{"id":"https://openalex.org/I1516879","display_name":"Tarbiat Modares University","ror":"https://ror.org/03mwgfy56","country_code":"IR","type":"education","lineage":["https://openalex.org/I1516879"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mehdy Roayaei","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, Iran","Faculty of Tarbiat Modares University, Tehran, Iran"],"raw_orcid":"https://orcid.org/0000-0001-9843-5886","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Tarbiat Modares University, Tehran, Iran","institution_ids":["https://openalex.org/I1516879"]},{"raw_affiliation_string":"Faculty of Tarbiat Modares University, Tehran, Iran","institution_ids":["https://openalex.org/I1516879"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5093991012"],"corresponding_institution_ids":["https://openalex.org/I1516879"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.1805,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80648433,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"13","issue":null,"first_page":"129372","last_page":"129384"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9927999973297119,"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":0.9927999973297119,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9538999795913696,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9280999898910522,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8380682468414307},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7867668867111206},{"id":"https://openalex.org/keywords/maximization","display_name":"Maximization","score":0.5470640063285828},{"id":"https://openalex.org/keywords/social-network-analysis","display_name":"Social network analysis","score":0.5383234024047852},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.5303279757499695},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4616827368736267},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4514051675796509},{"id":"https://openalex.org/keywords/dynamic-network-analysis","display_name":"Dynamic network analysis","score":0.4441082179546356},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.19083046913146973},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.11939990520477295},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.10437068343162537},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1039482057094574},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08659312129020691},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07308751344680786}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8380682468414307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7867668867111206},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.5470640063285828},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.5383234024047852},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.5303279757499695},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4616827368736267},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4514051675796509},{"id":"https://openalex.org/C13540734","wikidata":"https://www.wikidata.org/wiki/Q5318996","display_name":"Dynamic network analysis","level":2,"score":0.4441082179546356},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.19083046913146973},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.11939990520477295},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.10437068343162537},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1039482057094574},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08659312129020691},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07308751344680786}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3590835","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3590835","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1ea5c0a44b224091874c2bb2be5fe6bf","is_oa":true,"landing_page_url":"https://doaj.org/article/1ea5c0a44b224091874c2bb2be5fe6bf","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 129372-129384 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3590835","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3590835","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.6600000262260437}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1996218898","https://openalex.org/W2008620264","https://openalex.org/W2036557823","https://openalex.org/W2061820396","https://openalex.org/W2166204808","https://openalex.org/W2398784425","https://openalex.org/W2402355993","https://openalex.org/W2480871246","https://openalex.org/W2615460211","https://openalex.org/W2961482721","https://openalex.org/W2967052953","https://openalex.org/W2990992575","https://openalex.org/W3006978394","https://openalex.org/W3032945343","https://openalex.org/W3099612092","https://openalex.org/W3116296801","https://openalex.org/W3118422481","https://openalex.org/W3160300364","https://openalex.org/W3194502798","https://openalex.org/W3203455329","https://openalex.org/W4229454579","https://openalex.org/W4285195085","https://openalex.org/W4291954824","https://openalex.org/W4292387417","https://openalex.org/W4380324285","https://openalex.org/W4385767879","https://openalex.org/W4391770110","https://openalex.org/W6686670784","https://openalex.org/W6692846177","https://openalex.org/W6861646457"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2065835655","https://openalex.org/W1554338108","https://openalex.org/W2352084268"],"abstract_inverted_index":{"Current":[0],"network":[1,36,66,165,256],"analysis":[2,67],"algorithms":[3,223],"often":[4],"rely":[5],"on":[6,35,162,207],"search":[7,179],"methods":[8],"or":[9],"centrality":[10,52,129,200],"measures":[11,53,130],"but":[12],"face":[13],"challenges":[14],"such":[15],"as":[16,238],"(1)":[17],"The":[18,124,173,202],"solution":[19,231],"space":[20,180],"is":[21,104,152,192,205],"large,":[22],"resulting":[23],"in":[24,43,65,141,228],"high":[25],"computational":[26],"complexity.":[27],"(2)":[28],"Algorithms":[29],"may":[30,41],"be":[31],"instance-dependent,":[32],"relying":[33],"considerably":[34],"structure":[37],"and":[38,121,210,224,235,260],"characteristics,":[39],"which":[40,57],"result":[42],"varying":[44],"performance":[45],"across":[46],"different":[47],"networks.":[48,212],"(3)":[49],"Most":[50],"existing":[51,226],"are":[54],"inherently":[55],"static,":[56],"fail":[58],"to":[59,94,105,154,169,193],"capture":[60,132],"the":[61,89,95,102,133,142,156,163,170,178,190,195,217,252],"dynamic":[62,77,128],"nature":[63],"inherent":[64],"problems.":[68],"To":[69,144],"address":[70],"these":[71],"issues,":[72],"this":[73],"paper":[74,125],"introduces":[75,126],"a":[76,86,117,185,239,246,263],"adaptive":[78,148],"parametric":[79,174,186],"(DAP)":[80],"approach":[81,175],"using":[82],"reinforcement":[83,149],"learning.":[84],"As":[85],"case":[87],"study,":[88],"method":[90,218],"has":[91],"been":[92],"applied":[93],"topic-aware":[96,247],"influence":[97,114],"maximization":[98],"(TIM)":[99],"problem,":[100],"where":[101,189],"objective":[103],"identify":[106],"<italic":[107],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[108],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">k</i>":[109],"influential":[110],"nodes":[111,137,259],"that":[112,131,216],"maximize":[113],"spread":[115],"under":[116],"given":[118],"topic":[119,139],"vector":[120],"diffusion":[122],"model.":[123],"two":[127],"evolving":[134],"importance":[135,197],"of":[136,158,198,230,241],"during":[138],"propagation":[140],"network.":[143,172],"avoid":[145],"instance-dependence,":[146],"an":[147],"learning":[150],"technique":[151],"used":[153],"adjust":[155],"significance":[157],"each":[159,199],"measure":[160],"based":[161],"current":[164],"structure,":[166],"tailoring":[167],"solutions":[168],"specific":[171],"further":[176],"reduces":[177],"by":[181,250],"transforming":[182],"TIM":[183],"into":[184],"optimization":[187],"task,":[188],"goal":[191],"determine":[194],"optimal":[196],"measure.":[201],"proposed":[203],"algorithm":[204],"evaluated":[206],"both":[208],"real-world":[209],"synthetic":[211],"Experimental":[213],"results":[214],"show":[215],"outperforms":[219],"conventional":[220],"centrality-based":[221],"greedy":[222],"other":[225],"approaches":[227],"terms":[229],"quality,":[232],"running":[233],"time,":[234],"scalability.":[236],"Also,":[237],"part":[240],"our":[242],"research,":[243],"we":[244],"propose":[245],"benchmark":[248],"dataset":[249],"augmenting":[251],"Deezer":[253],"music-based":[254],"social":[255],"with":[257],"labeled":[258],"edges,":[261],"providing":[262],"valuable":[264],"resource":[265],"for":[266],"evaluating":[267],"future":[268],"research.":[269]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
