{"id":"https://openalex.org/W7131171237","doi":"https://doi.org/10.1109/snams67467.2025.11391073","title":"Graph-Based Predictive Models for Information Diffusion in Online Social Networks: State-of-the-Art Review","display_name":"Graph-Based Predictive Models for Information Diffusion in Online Social Networks: State-of-the-Art Review","publication_year":2025,"publication_date":"2025-11-25","ids":{"openalex":"https://openalex.org/W7131171237","doi":"https://doi.org/10.1109/snams67467.2025.11391073"},"language":null,"primary_location":{"id":"doi:10.1109/snams67467.2025.11391073","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snams67467.2025.11391073","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/A5126591492","display_name":"Sara Kahouajane","orcid":null},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Sara Kahouajane","raw_affiliation_strings":["Cadi Ayyad University - UCA, LAPSII, The Safi’s Graduate School of technology,Marrakech,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cadi Ayyad University - UCA, LAPSII, The Safi’s Graduate School of technology,Marrakech,Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055023975","display_name":"Mohamed Essalih","orcid":"https://orcid.org/0000-0002-0004-4973"},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Essalih","raw_affiliation_strings":["Cadi Ayyad University - UCA, LAPSII, The Safi’s Graduate School of technology,Marrakech,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cadi Ayyad University - UCA, LAPSII, The Safi’s Graduate School of technology,Marrakech,Morocco","institution_ids":["https://openalex.org/I119856527"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I119856527"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.68452806,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"253","last_page":"260"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.6535000205039978,"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":0.6535000205039978,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.17010000348091125,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.02459999918937683,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/centrality","display_name":"Centrality","score":0.8436999917030334},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5737000107765198},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5224000215530396},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.5019999742507935},{"id":"https://openalex.org/keywords/social-network-analysis","display_name":"Social network analysis","score":0.4652000069618225},{"id":"https://openalex.org/keywords/diffusion-of-innovations","display_name":"Diffusion of innovations","score":0.448199987411499},{"id":"https://openalex.org/keywords/computational-sociology","display_name":"Computational sociology","score":0.39629998803138733},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.37070000171661377},{"id":"https://openalex.org/keywords/network-structure","display_name":"Network structure","score":0.36500000953674316},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.33970001339912415}],"concepts":[{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.8436999917030334},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5855000019073486},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5737000107765198},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5658000111579895},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5224000215530396},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.5019999742507935},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.4652000069618225},{"id":"https://openalex.org/C2780917687","wikidata":"https://www.wikidata.org/wiki/Q304994","display_name":"Diffusion of innovations","level":2,"score":0.448199987411499},{"id":"https://openalex.org/C126349790","wikidata":"https://www.wikidata.org/wiki/Q905036","display_name":"Computational sociology","level":2,"score":0.39629998803138733},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.37070000171661377},{"id":"https://openalex.org/C2988224531","wikidata":"https://www.wikidata.org/wiki/Q20830730","display_name":"Network structure","level":2,"score":0.36500000953674316},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.33970001339912415},{"id":"https://openalex.org/C137753397","wikidata":"https://www.wikidata.org/wiki/Q2434424","display_name":"Network science","level":3,"score":0.329800009727478},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.31949999928474426},{"id":"https://openalex.org/C131158328","wikidata":"https://www.wikidata.org/wiki/Q1307337","display_name":"Social influence","level":2,"score":0.311599999666214},{"id":"https://openalex.org/C2985904603","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Information networks","level":2,"score":0.30720001459121704},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.30630001425743103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29989999532699585},{"id":"https://openalex.org/C142189719","wikidata":"https://www.wikidata.org/wiki/Q1276633","display_name":"Interpersonal ties","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2928999960422516},{"id":"https://openalex.org/C178895491","wikidata":"https://www.wikidata.org/wiki/Q211606","display_name":"Social structure","level":3,"score":0.2854999899864197},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2809000015258789},{"id":"https://openalex.org/C87868495","wikidata":"https://www.wikidata.org/wiki/Q750843","display_name":"Information processing","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C2778727218","wikidata":"https://www.wikidata.org/wiki/Q22909122","display_name":"Structural holes","level":3,"score":0.26930001378059387},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C13540734","wikidata":"https://www.wikidata.org/wiki/Q5318996","display_name":"Dynamic network analysis","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C27286358","wikidata":"https://www.wikidata.org/wiki/Q6031027","display_name":"Information cascade","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C3017618536","wikidata":"https://www.wikidata.org/wiki/Q304994","display_name":"Innovation diffusion","level":2,"score":0.2549999952316284},{"id":"https://openalex.org/C67469775","wikidata":"https://www.wikidata.org/wiki/Q304922","display_name":"Social dynamics","level":2,"score":0.2540999948978424},{"id":"https://openalex.org/C68062652","wikidata":"https://www.wikidata.org/wiki/Q214693","display_name":"Social capital","level":2,"score":0.25040000677108765}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/snams67467.2025.11391073","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snams67467.2025.11391073","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":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1495750374","https://openalex.org/W1774848501","https://openalex.org/W1963928038","https://openalex.org/W1971937094","https://openalex.org/W2016614869","https://openalex.org/W2027824794","https://openalex.org/W2054476043","https://openalex.org/W2061820396","https://openalex.org/W2072388344","https://openalex.org/W2109469951","https://openalex.org/W2114696370","https://openalex.org/W2608402420","https://openalex.org/W2609428401","https://openalex.org/W3108985932","https://openalex.org/W3123803303","https://openalex.org/W4210394529","https://openalex.org/W4224979653"],"related_works":[],"abstract_inverted_index":{"Social":[0],"media":[1],"platforms":[2],"have":[3],"profoundly":[4],"transformed":[5],"how":[6,86],"people":[7],"communicate":[8],"and":[9,31,41,54,71,90],"share":[10],"information.":[11,78],"This":[12,79],"survey":[13],"provides":[14],"an":[15],"overview":[16],"of":[17,44,64,77,85],"structural":[18,55],"approaches":[19],"to":[20,61,82],"analyzing":[21],"online":[22,97],"social":[23,98],"networks,":[24,53],"with":[25],"a":[26],"focus":[27],"on":[28],"centrality":[29],"measures":[30],"topological":[32],"descriptors.":[33],"Beyond":[34],"identifying":[35],"influential":[36],"users,":[37],"we":[38],"examine":[39],"classical":[40],"recent":[42],"models":[43],"information":[45],"diffusion,":[46],"including":[47],"those":[48],"integrating":[49],"temporal":[50],"dynamics,":[51],"ego":[52],"metrics.":[56],"Special":[57],"attention":[58],"is":[59],"given":[60],"the":[62,75],"role":[63],"local":[65,91],"network":[66],"topology-such":[67],"as":[68],"ego-network":[69],"layers":[70],"level-based":[72],"indices-in":[73],"shaping":[74],"spread":[76],"study":[80],"aims":[81],"enhance":[83],"understanding":[84],"both":[87],"global":[88],"structure":[89],"environments":[92],"affect":[93],"diffusion":[94],"processes":[95],"in":[96],"platforms.":[99]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2026-02-24T00:00:00"}