{"id":"https://openalex.org/W3098958785","doi":"https://doi.org/10.1109/tcss.2020.3035228","title":"Quantitative Modeling and Analysis of Argumentation Polarization in Cyber Argumentation","display_name":"Quantitative Modeling and Analysis of Argumentation Polarization in Cyber Argumentation","publication_year":2020,"publication_date":"2020-11-13","ids":{"openalex":"https://openalex.org/W3098958785","doi":"https://doi.org/10.1109/tcss.2020.3035228","mag":"3098958785"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2020.3035228","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2020.3035228","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-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/A5075465061","display_name":"Joseph Sirrianni","orcid":"https://orcid.org/0000-0002-2952-5818"},"institutions":[{"id":"https://openalex.org/I78715868","display_name":"University of Arkansas at Fayetteville","ror":"https://ror.org/05jbt9m15","country_code":"US","type":"education","lineage":["https://openalex.org/I78715868"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Winstead Sirrianni","raw_affiliation_strings":["University of Arkansas, Fayetteville, AR, USA"],"raw_orcid":"https://orcid.org/0000-0002-2952-5818","affiliations":[{"raw_affiliation_string":"University of Arkansas, Fayetteville, AR, USA","institution_ids":["https://openalex.org/I78715868"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100320538","display_name":"Xiaoqing Liu","orcid":"https://orcid.org/0000-0002-4034-5156"},"institutions":[{"id":"https://openalex.org/I110378019","display_name":"Southern Illinois University Carbondale","ror":"https://ror.org/049kefs16","country_code":"US","type":"education","lineage":["https://openalex.org/I110378019","https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoqing Liu","raw_affiliation_strings":["College of Engineering, Southern Illinois University, Carbondale, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Southern Illinois University, Carbondale, IL, USA","institution_ids":["https://openalex.org/I110378019"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079638873","display_name":"Douglas J. Adams","orcid":"https://orcid.org/0000-0002-6090-0516"},"institutions":[{"id":"https://openalex.org/I78715868","display_name":"University of Arkansas at Fayetteville","ror":"https://ror.org/05jbt9m15","country_code":"US","type":"education","lineage":["https://openalex.org/I78715868"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Douglas Adams","raw_affiliation_strings":["University of Arkansas, Fayetteville, AR, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Arkansas, Fayetteville, AR, USA","institution_ids":["https://openalex.org/I78715868"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9192,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.82195113,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"8","issue":"1","first_page":"45","last_page":"61"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10557","display_name":"Social Media and Politics","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10557","display_name":"Social Media and Politics","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12028","display_name":"Knowledge Management and Sharing","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9861999750137329,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/argumentation-theory","display_name":"Argumentation theory","score":0.9637573957443237},{"id":"https://openalex.org/keywords/polarization","display_name":"Polarization (electrochemistry)","score":0.6811769008636475},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5460762977600098},{"id":"https://openalex.org/keywords/viewpoints","display_name":"Viewpoints","score":0.5188832879066467},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4530448913574219},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.3641067147254944},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.19231006503105164},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.16017699241638184},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.09644016623497009}],"concepts":[{"id":"https://openalex.org/C65059942","wikidata":"https://www.wikidata.org/wiki/Q270105","display_name":"Argumentation theory","level":2,"score":0.9637573957443237},{"id":"https://openalex.org/C205049153","wikidata":"https://www.wikidata.org/wiki/Q2698605","display_name":"Polarization (electrochemistry)","level":2,"score":0.6811769008636475},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5460762977600098},{"id":"https://openalex.org/C2776035091","wikidata":"https://www.wikidata.org/wiki/Q7928819","display_name":"Viewpoints","level":2,"score":0.5188832879066467},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4530448913574219},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.3641067147254944},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.19231006503105164},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.16017699241638184},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.09644016623497009},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2020.3035228","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2020.3035228","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":91,"referenced_works":["https://openalex.org/W91442942","https://openalex.org/W1568048105","https://openalex.org/W1575915095","https://openalex.org/W1586664008","https://openalex.org/W1595106591","https://openalex.org/W1686065478","https://openalex.org/W1736675131","https://openalex.org/W1941810463","https://openalex.org/W1963974095","https://openalex.org/W1968297949","https://openalex.org/W1969935419","https://openalex.org/W1979320841","https://openalex.org/W1980100593","https://openalex.org/W1980565545","https://openalex.org/W1986694711","https://openalex.org/W1996468215","https://openalex.org/W1997210479","https://openalex.org/W1998170305","https://openalex.org/W1998526525","https://openalex.org/W2004624112","https://openalex.org/W2005766286","https://openalex.org/W2011356645","https://openalex.org/W2028605204","https://openalex.org/W2030364916","https://openalex.org/W2030999910","https://openalex.org/W2041139729","https://openalex.org/W2048991935","https://openalex.org/W2063214785","https://openalex.org/W2063288519","https://openalex.org/W2065907218","https://openalex.org/W2094909776","https://openalex.org/W2110002585","https://openalex.org/W2111709045","https://openalex.org/W2115048421","https://openalex.org/W2121451734","https://openalex.org/W2122064157","https://openalex.org/W2124018206","https://openalex.org/W2124467293","https://openalex.org/W2124751389","https://openalex.org/W2146340995","https://openalex.org/W2152284345","https://openalex.org/W2154393330","https://openalex.org/W2163753217","https://openalex.org/W2169201128","https://openalex.org/W2170977349","https://openalex.org/W2178519838","https://openalex.org/W2183010422","https://openalex.org/W2217547390","https://openalex.org/W2231357008","https://openalex.org/W2250397934","https://openalex.org/W2298384651","https://openalex.org/W2303924600","https://openalex.org/W2308341436","https://openalex.org/W2339074936","https://openalex.org/W2342213273","https://openalex.org/W2405758379","https://openalex.org/W2423682914","https://openalex.org/W2487401181","https://openalex.org/W2507159341","https://openalex.org/W2571956320","https://openalex.org/W2607490153","https://openalex.org/W2616625730","https://openalex.org/W2734474937","https://openalex.org/W2742761297","https://openalex.org/W2743207643","https://openalex.org/W2744534783","https://openalex.org/W2770361132","https://openalex.org/W2889127731","https://openalex.org/W2890542205","https://openalex.org/W2914383759","https://openalex.org/W2962854160","https://openalex.org/W2963834345","https://openalex.org/W2963908320","https://openalex.org/W2964085918","https://openalex.org/W2971221496","https://openalex.org/W3098175417","https://openalex.org/W3101913361","https://openalex.org/W3123479682","https://openalex.org/W3125647857","https://openalex.org/W3126105906","https://openalex.org/W4232387830","https://openalex.org/W4245999774","https://openalex.org/W4251694172","https://openalex.org/W4251697739","https://openalex.org/W4288245703","https://openalex.org/W6603689333","https://openalex.org/W6685831122","https://openalex.org/W6713666800","https://openalex.org/W6731653082","https://openalex.org/W6735608190","https://openalex.org/W6767556164"],"related_works":["https://openalex.org/W2385368906","https://openalex.org/W2626642044","https://openalex.org/W2902924992","https://openalex.org/W2388758053","https://openalex.org/W2619807045","https://openalex.org/W2949734191","https://openalex.org/W2017333877","https://openalex.org/W4233821346","https://openalex.org/W2810654249","https://openalex.org/W4321509371"],"abstract_inverted_index":{"Cyber":[0],"argumentation":[1,21,32,37,57,70,75,83,90,98,103,110,174,188,193,223,244],"platforms":[2],"offer":[3],"specially":[4],"designed":[5],"environments":[6],"for":[7,52,158,161,166],"users":[8],"to":[9,73,169],"discuss":[10],"and":[11,15,27,63,105,125,142,164,216,228,246],"debate":[12],"their":[13,152],"stances":[14],"viewpoints":[16],"on":[17,29],"important":[18,62,80],"issues.":[19],"However,":[20],"polarization":[22,38,71,76,120,129,205,224,245],"often":[23],"occurs":[24],"in":[25,40,210,238],"discussions":[26],"debates":[28],"these":[30],"cyber":[31,187,192],"platforms.":[33],"Several":[34],"researchers":[35],"investigated":[36],"qualitatively":[39],"the":[41,54,86,93,97,107,190,241,247],"past,":[42],"but":[43],"none":[44],"of":[45,56,82,89,96,147,173,240,243],"them":[46],"have":[47],"developed":[48],"a":[49,144],"quantitative":[50],"model":[51,72,114,121,153,177,197,234],"measuring":[53],"degree":[55],"polarization.":[58,175],"We":[59,150],"addressed":[60],"this":[61],"challenging":[64],"issue":[65],"by":[66,77,123,154],"developing":[67],"an":[68,118,181],"innovative":[69],"measure":[74],"incorporating":[78,155],"four":[79,248],"attributes":[81],"polarization:":[84],"1)":[85,133],"total":[87],"number":[88,146],"poles;":[91,99,104],"2)":[92,138],"population":[94,156,162],"size":[95],"3)":[100,143],"similarity":[101],"within":[102,135],"4)":[106],"dissimilarity":[108],"between":[109],"poles.":[111],"Its":[112],"baseline":[113],"was":[115,178,198],"derived":[116],"from":[117],"economic":[119],"proposed":[122],"Esteban":[124],"Ray,":[126],"which":[127],"measures":[128],"using":[130,180,185],"three":[131],"features:":[132],"homogeneity":[134],"each":[136],"group;":[137],"heterogeneity":[139],"across":[140],"groups;":[141],"small":[145],"significant":[148],"groups.":[149],"adapted":[151],"sizes":[157],"poles,":[159],"normalizing":[160,165],"size,":[163],"parameter":[167],"selection,":[168],"fit":[170],"our":[171,186,233],"formulation":[172],"This":[176,196],"evaluated":[179,199],"empirical":[182,229],"study":[183],"conducted":[184],"platform,":[189],"intelligent":[191],"system":[194],"(ICAS).":[195],"with":[200],"two":[201],"other":[202],"distribution-based":[203],"opinion":[204],"models":[206],"that":[207,232],"were":[208],"applied":[209],"online":[211],"discussion":[212],"contexts,":[213],"both":[214],"analytically":[215],"empirically,":[217],"since":[218],"there":[219],"are":[220],"no":[221],"existing":[222],"models.":[225],"The":[226],"analytical":[227],"evaluations":[230],"indicate":[231],"performs":[235],"more":[236],"effectively":[237],"terms":[239],"definition":[242],"attributes.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}