{"id":"https://openalex.org/W1980556010","doi":"https://doi.org/10.1145/2492517.2492623","title":"I act, therefore I judge","display_name":"I act, therefore I judge","publication_year":2013,"publication_date":"2013-08-25","ids":{"openalex":"https://openalex.org/W1980556010","doi":"https://doi.org/10.1145/2492517.2492623","mag":"1980556010"},"language":"en","primary_location":{"id":"doi:10.1145/2492517.2492623","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2492517.2492623","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining","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/A5070011635","display_name":"Kathy Macropol","orcid":null},"institutions":[{"id":"https://openalex.org/I51204116","display_name":"Arcadia University","ror":"https://ror.org/00ff4bt20","country_code":"US","type":"education","lineage":["https://openalex.org/I51204116"]},{"id":"https://openalex.org/I4210104968","display_name":"Arcadia","ror":"https://ror.org/01km6z968","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210104968"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kathy Macropol","raw_affiliation_strings":["Arcadia University","Arcadia University , Glenside, PA, USA"],"affiliations":[{"raw_affiliation_string":"Arcadia University","institution_ids":["https://openalex.org/I4210104968","https://openalex.org/I51204116"]},{"raw_affiliation_string":"Arcadia University , Glenside, PA, USA","institution_ids":["https://openalex.org/I51204116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001272357","display_name":"Petko Bogdanov","orcid":"https://orcid.org/0000-0001-6310-3224"},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Petko Bogdanov","raw_affiliation_strings":["University of California Santa Barbara","University of California Santa Barbara Santa Barbara, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California Santa Barbara","institution_ids":["https://openalex.org/I154570441"]},{"raw_affiliation_string":"University of California Santa Barbara Santa Barbara, CA, USA","institution_ids":["https://openalex.org/I154570441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036639779","display_name":"Ambuj K. Singh","orcid":"https://orcid.org/0000-0002-1997-7140"},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ambuj K. Singh","raw_affiliation_strings":["University of California Santa Barbara","University of California Santa Barbara Santa Barbara, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California Santa Barbara","institution_ids":["https://openalex.org/I154570441"]},{"raw_affiliation_string":"University of California Santa Barbara Santa Barbara, CA, USA","institution_ids":["https://openalex.org/I154570441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021640058","display_name":"Linda Petzold","orcid":"https://orcid.org/0000-0001-6251-6078"},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Linda Petzold","raw_affiliation_strings":["University of California Santa Barbara","University of California Santa Barbara Santa Barbara, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California Santa Barbara","institution_ids":["https://openalex.org/I154570441"]},{"raw_affiliation_string":"University of California Santa Barbara Santa Barbara, CA, USA","institution_ids":["https://openalex.org/I154570441"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047709762","display_name":"Xifeng Yan","orcid":"https://orcid.org/0009-0000-6508-4792"},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xifeng Yan","raw_affiliation_strings":["University of California Santa Barbara","University of California Santa Barbara Santa Barbara, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California Santa Barbara","institution_ids":["https://openalex.org/I154570441"]},{"raw_affiliation_string":"University of California Santa Barbara Santa Barbara, CA, USA","institution_ids":["https://openalex.org/I154570441"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5070011635"],"corresponding_institution_ids":["https://openalex.org/I51204116","https://openalex.org/I4210104968"],"apc_list":null,"apc_paid":null,"fwci":0.4881648,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.69240411,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"396","last_page":"402"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9998999834060669,"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":0.9998999834060669,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9998000264167786,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7986842393875122},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.7688482999801636},{"id":"https://openalex.org/keywords/persuasion","display_name":"Persuasion","score":0.6467164754867554},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6180658936500549},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5514019727706909},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.5278957486152649},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5003852844238281},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.4715181589126587},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.4336933493614197},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4236445426940918},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.41898176074028015},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.393757164478302},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3699154853820801},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36771583557128906},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20935523509979248},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.0988139808177948}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7986842393875122},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.7688482999801636},{"id":"https://openalex.org/C2781310500","wikidata":"https://www.wikidata.org/wiki/Q1231428","display_name":"Persuasion","level":2,"score":0.6467164754867554},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6180658936500549},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5514019727706909},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.5278957486152649},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5003852844238281},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4715181589126587},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.4336933493614197},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4236445426940918},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.41898176074028015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.393757164478302},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3699154853820801},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36771583557128906},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20935523509979248},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0988139808177948},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2492517.2492623","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2492517.2492623","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1115769823","display_name":null,"funder_award_id":"W911NF-09-0001","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"}],"funders":[{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"},{"id":"https://openalex.org/F4320338502","display_name":"Institute for Collaborative Biotechnologies","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W6222302","https://openalex.org/W22861983","https://openalex.org/W104703790","https://openalex.org/W1547351996","https://openalex.org/W1967085757","https://openalex.org/W1976504235","https://openalex.org/W1980556010","https://openalex.org/W1993002652","https://openalex.org/W1998692453","https://openalex.org/W2005907218","https://openalex.org/W2028672339","https://openalex.org/W2047443612","https://openalex.org/W2061820396","https://openalex.org/W2082342594","https://openalex.org/W2084787613","https://openalex.org/W2097726431","https://openalex.org/W2108858998","https://openalex.org/W2112422413","https://openalex.org/W2113125055","https://openalex.org/W2119738885","https://openalex.org/W2122100022","https://openalex.org/W2126441507","https://openalex.org/W2142534468","https://openalex.org/W2143570397","https://openalex.org/W2161064766","https://openalex.org/W2166706824","https://openalex.org/W2170414372","https://openalex.org/W6632608647"],"related_works":["https://openalex.org/W1193337282","https://openalex.org/W1662240627","https://openalex.org/W2161303371","https://openalex.org/W3169835994","https://openalex.org/W1546646725","https://openalex.org/W1974065322","https://openalex.org/W1536610849","https://openalex.org/W1480504010","https://openalex.org/W649012515","https://openalex.org/W2068990319"],"abstract_inverted_index":{"The":[0],"study":[1,193],"of":[2,20,53,68,106,113,137,163,196,215],"influence,":[3],"persuasion,":[4],"and":[5,29,44,58,80,94,122,209],"user":[6,31,55,107],"sentiment":[7,32,62,82,129,153,162],"dynamics":[8,33,205],"within":[9,34,212],"online":[10],"communities":[11],"has":[12],"recently":[13],"emerged":[14],"as":[15,40],"a":[16,35,73,91,117],"highly":[17],"active":[18],"area":[19],"research.":[21],"In":[22],"this":[23,86],"paper,":[24],"we":[25,46,89],"focus":[26],"on":[27,61,155,189,199],"analyzing":[28],"modeling":[30],"real-world":[36,119],"social":[37],"media":[38],"such":[39],"Twitter.":[41],"Beyond":[42],"text":[43],"connectivity,":[45],"are":[47,148],"interested":[48],"in":[49,139,143,202,210],"exploring":[50],"the":[51,104,111,145,160,194,203,213],"level":[52],"topical":[54],"posting":[56],"activity":[57,78],"its":[59,124,183],"effect":[60,195],"change.":[63,83,130],"We":[64,109,191],"perform":[65],"topic-wise":[66],"analysis":[67],"tweeting":[69],"behavior":[70],"that":[71,97],"reveals":[72],"strong":[74],"relationship":[75],"between":[76],"users'":[77],"acceleration":[79],"topic":[81],"Inspired":[84],"by":[85],"empirical":[87],"observation,":[88],"develop":[90],"new":[92],"generative":[93],"predictive":[95],"model":[96,115,132,175],"extends":[98],"classical":[99],"neighborhood-based":[100],"influence":[101],"propagation":[102],"with":[103],"notion":[105],"activation.":[108],"fit":[110],"parameters":[112],"our":[114,174,216],"to":[116,126,151],"large,":[118],"Twitter":[120],"dataset":[121],"evaluate":[123],"utility":[125],"predict":[127],"future":[128],"Our":[131],"outperforms":[133],"significantly":[134],"(1":[135],"order":[136],"magnitude":[138],"accuracy)":[140],"existing":[141],"alternatives":[142],"identifying":[144],"individuals":[146],"who":[147,165],"most":[149],"likely":[150],"change":[152,167],"based":[154],"past":[156],"information.":[157],"When":[158],"predicting":[159],"next":[161],"users":[164,198],"actually":[166],"their":[168],"opinion":[169,204],"(a":[170],"relatively":[171],"rare":[172],"event),":[173],"is":[176,187],"twice":[177],"more":[178],"accurate":[179],"than":[180],"alternatives,":[181],"while":[182],"overall":[184],"network":[185],"accuracy":[186],"94%":[188],"average.":[190],"also":[192],"inactive":[197],"consensus":[200],"efficiency":[201],"process":[206],"both":[207],"analytically":[208],"simulation":[211],"context":[214],"model.":[217]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}