{"id":"https://openalex.org/W7140186932","doi":"https://doi.org/10.48550/arxiv.2603.21081","title":"Multidimensional Opinion Dynamics with Confirmation Bias: A Multi-Layer Framework","display_name":"Multidimensional Opinion Dynamics with Confirmation Bias: A Multi-Layer Framework","publication_year":2026,"publication_date":"2026-03-22","ids":{"openalex":"https://openalex.org/W7140186932","doi":"https://doi.org/10.48550/arxiv.2603.21081"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.21081","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.21081","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.21081","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Abedinzadeh, M. Hossein","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abedinzadeh, M. Hossein","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Akyol, Emrah","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Akyol, Emrah","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9824000000953674,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9824000000953674,"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/T11031","display_name":"Game Theory and Applications","score":0.008500000461935997,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.002400000113993883,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/bounded-function","display_name":"Bounded function","score":0.6991999745368958},{"id":"https://openalex.org/keywords/affine-transformation","display_name":"Affine transformation","score":0.5692999958992004},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.5411999821662903},{"id":"https://openalex.org/keywords/lipschitz-continuity","display_name":"Lipschitz continuity","score":0.5307000279426575},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.525600016117096},{"id":"https://openalex.org/keywords/bounded-rationality","display_name":"Bounded rationality","score":0.40450000762939453},{"id":"https://openalex.org/keywords/coupling","display_name":"Coupling (piping)","score":0.3785000145435333},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.37619999051094055}],"concepts":[{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.6991999745368958},{"id":"https://openalex.org/C92757383","wikidata":"https://www.wikidata.org/wiki/Q382497","display_name":"Affine transformation","level":2,"score":0.5692999958992004},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5569999814033508},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.5411999821662903},{"id":"https://openalex.org/C22324862","wikidata":"https://www.wikidata.org/wiki/Q652707","display_name":"Lipschitz continuity","level":2,"score":0.5307000279426575},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.525600016117096},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.4106999933719635},{"id":"https://openalex.org/C58694771","wikidata":"https://www.wikidata.org/wiki/Q814385","display_name":"Bounded rationality","level":2,"score":0.40450000762939453},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.3790999948978424},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.3785000145435333},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.37619999051094055},{"id":"https://openalex.org/C8171440","wikidata":"https://www.wikidata.org/wiki/Q903414","display_name":"Steady state (chemistry)","level":2,"score":0.3625999987125397},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3416000008583069},{"id":"https://openalex.org/C77553402","wikidata":"https://www.wikidata.org/wiki/Q13222579","display_name":"Upper and lower bounds","level":2,"score":0.33379998803138733},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.3172999918460846},{"id":"https://openalex.org/C79585631","wikidata":"https://www.wikidata.org/wiki/Q431498","display_name":"Confirmation bias","level":2,"score":0.2888999879360199},{"id":"https://openalex.org/C67469775","wikidata":"https://www.wikidata.org/wiki/Q304922","display_name":"Social dynamics","level":2,"score":0.26190000772476196},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C136979486","wikidata":"https://www.wikidata.org/wiki/Q773483","display_name":"Existential quantification","level":2,"score":0.25679999589920044},{"id":"https://openalex.org/C148043351","wikidata":"https://www.wikidata.org/wiki/Q4456944","display_name":"Current (fluid)","level":2,"score":0.25459998846054077},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.2524000108242035},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.2515999972820282}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.21081","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.21081","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.21081","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.21081","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0],"study":[1,143],"multidimensional":[2,154],"opinion":[3,55],"dynamics":[4,76],"under":[5,73],"confirmation":[6,59,165],"bias":[7,60,166],"in":[8,113],"social":[9,32],"networks.":[10],"Each":[11],"agent":[12],"holds":[13],"a":[14,28,39,82,105,111,117,142,145],"vector":[15],"of":[16,53,87,123,153],"correlated":[17],"opinions":[18],"across":[19],"multiple":[20],"topic":[21],"layers.":[22],"Peer":[23],"interaction":[24],"is":[25,47,167],"modeled":[26],"through":[27,38,104],"static,":[29],"informationally":[30,41],"symmetric":[31],"channel,":[33],"while":[34],"external":[35],"information":[36],"enters":[37],"dynamic,":[40],"asymmetric":[42],"source":[43],"channel.":[44],"Source":[45],"influence":[46],"described":[48],"by":[49],"nonnegative":[50],"state-dependent":[51],"functions":[52],"agent--source":[54],"mismatch,":[56],"which":[57,74,114],"captures":[58],"without":[61],"hard":[62],"thresholds.":[63],"For":[64,91,120],"general":[65],"Lipschitz":[66],"source-influence":[67,126],"functions,":[68,94,127],"we":[69,95,128],"give":[70],"sufficient":[71],"conditions":[72],"the":[75,88,98,136,151],"are":[77],"contractive":[78],"and":[79,109,132,141,156],"converge":[80],"to":[81],"unique":[83],"steady":[84,99],"state":[85,100],"independent":[86],"initial":[89],"condition.":[90],"affine":[92],"confirmation-bias":[93],"show":[96,157],"that":[97,158],"can":[101,161],"be":[102],"computed":[103],"finite":[106],"sign-consistency":[107],"search":[108],"identify":[110],"regime":[112],"it":[115],"admits":[116],"closed":[118],"form.":[119],"broader":[121],"classes":[122],"bounded":[124],"nonlinear":[125],"derive":[129],"explicit":[130],"lower":[131],"upper":[133],"bounds":[134],"on":[135,144],"fixed":[137],"point.":[138],"Numerical":[139],"examples":[140],"real-world":[146],"adolescent":[147],"lifestyle":[148],"network":[149],"illustrate":[150],"role":[152],"coupling":[155],"source-design":[159],"conclusions":[160],"change":[162],"qualitatively":[163],"when":[164],"ignored.":[168]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-03-25T00:00:00"}
