{"id":"https://openalex.org/W2952191903","doi":"https://doi.org/10.1145/3292500.3330971","title":"Uncovering Pattern Formation of Information Flow","display_name":"Uncovering Pattern Formation of Information Flow","publication_year":2019,"publication_date":"2019-07-25","ids":{"openalex":"https://openalex.org/W2952191903","doi":"https://doi.org/10.1145/3292500.3330971","mag":"2952191903"},"language":"en","primary_location":{"id":"doi:10.1145/3292500.3330971","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3292500.3330971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data 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/A5074254110","display_name":"Chengxi Zang","orcid":"https://orcid.org/0000-0002-8244-9551"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN","US"],"is_corresponding":true,"raw_author_name":"Chengxi Zang","raw_affiliation_strings":["Tsinghua University &amp; Weill Cornell Medicine, Beijing"],"affiliations":[{"raw_affiliation_string":"Tsinghua University &amp; Weill Cornell Medicine, Beijing","institution_ids":["https://openalex.org/I99065089","https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009228005","display_name":"Peng Cui","orcid":"https://orcid.org/0000-0003-2957-8511"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Cui","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100744117","display_name":"Chaoming Song","orcid":"https://orcid.org/0000-0002-3048-7046"},"institutions":[{"id":"https://openalex.org/I145608581","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92","country_code":"US","type":"education","lineage":["https://openalex.org/I145608581"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chaoming Song","raw_affiliation_strings":["University of Miami, Coral Gables, FL, USA"],"affiliations":[{"raw_affiliation_string":"University of Miami, Coral Gables, FL, USA","institution_ids":["https://openalex.org/I145608581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100339293","display_name":"Wenwu Zhu","orcid":"https://orcid.org/0000-0003-2236-9290"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenwu Zhu","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100455768","display_name":"Fei Wang","orcid":"https://orcid.org/0000-0001-9459-9461"},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]},{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fei Wang","raw_affiliation_strings":["Weill Cornell Medicine, New York City, NY, USA"],"affiliations":[{"raw_affiliation_string":"Weill Cornell Medicine, New York City, NY, USA","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5074254110"],"corresponding_institution_ids":["https://openalex.org/I205783295","https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":0.4344,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.5996374,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1691","last_page":"1699"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9958999752998352,"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":0.9958999752998352,"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":0.9940000176429749,"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/T13283","display_name":"Mental Health Research Topics","score":0.9437000155448914,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.566174328327179},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.4464084506034851},{"id":"https://openalex.org/keywords/information-flow","display_name":"Information flow","score":0.420998215675354},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.08872407674789429},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08704870939254761}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.566174328327179},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.4464084506034851},{"id":"https://openalex.org/C2779136372","wikidata":"https://www.wikidata.org/wiki/Q10283002","display_name":"Information flow","level":2,"score":0.420998215675354},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.08872407674789429},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08704870939254761},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3292500.3330971","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3292500.3330971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data Mining","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":74,"referenced_works":["https://openalex.org/W19838944","https://openalex.org/W90853004","https://openalex.org/W171462922","https://openalex.org/W379337736","https://openalex.org/W934261879","https://openalex.org/W1417125139","https://openalex.org/W1497522841","https://openalex.org/W1724705265","https://openalex.org/W1878853999","https://openalex.org/W1967579779","https://openalex.org/W1969723574","https://openalex.org/W1980661496","https://openalex.org/W1982088462","https://openalex.org/W1985396160","https://openalex.org/W1986252988","https://openalex.org/W1990513740","https://openalex.org/W1991288592","https://openalex.org/W1992537918","https://openalex.org/W1996816151","https://openalex.org/W2002406444","https://openalex.org/W2012792957","https://openalex.org/W2017296776","https://openalex.org/W2017990598","https://openalex.org/W2022780164","https://openalex.org/W2028055861","https://openalex.org/W2030539428","https://openalex.org/W2037486322","https://openalex.org/W2041157860","https://openalex.org/W2061820396","https://openalex.org/W2069860303","https://openalex.org/W2070645266","https://openalex.org/W2073627497","https://openalex.org/W2073926352","https://openalex.org/W2098865491","https://openalex.org/W2101196063","https://openalex.org/W2108858998","https://openalex.org/W2109362730","https://openalex.org/W2109573648","https://openalex.org/W2110620844","https://openalex.org/W2112056172","https://openalex.org/W2114696370","https://openalex.org/W2128005952","https://openalex.org/W2128893310","https://openalex.org/W2130067743","https://openalex.org/W2130863673","https://openalex.org/W2131681506","https://openalex.org/W2141250202","https://openalex.org/W2145446394","https://openalex.org/W2150208547","https://openalex.org/W2156020699","https://openalex.org/W2160513711","https://openalex.org/W2161728228","https://openalex.org/W2164891252","https://openalex.org/W2178843456","https://openalex.org/W2232384272","https://openalex.org/W2265720734","https://openalex.org/W2377801650","https://openalex.org/W2476732026","https://openalex.org/W2551441958","https://openalex.org/W2568511220","https://openalex.org/W2612538457","https://openalex.org/W2745013327","https://openalex.org/W2790166049","https://openalex.org/W2791544114","https://openalex.org/W2794363675","https://openalex.org/W2809425933","https://openalex.org/W2907855193","https://openalex.org/W2949341499","https://openalex.org/W2949377321","https://openalex.org/W2994717575","https://openalex.org/W3099768174","https://openalex.org/W3122471732","https://openalex.org/W3142588439","https://openalex.org/W6685451827"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W2388615687"],"abstract_inverted_index":{"Pattern":[0],"formation":[1,123],"is":[2,49],"a":[3,78,86,95,132,136,160],"ubiquitous":[4],"phenomenon":[5],"that":[6,120,144],"describes":[7],"the":[8,43,52,64,101,122,148,153,164],"generation":[9],"of":[10,38,45,54,89,104,124,128,167],"orderly":[11],"outcomes":[12],"by":[13,25,31,69,94],"self-organization.":[14],"In":[15,66,99],"both":[16],"physical":[17],"society":[18],"and":[19,58,178],"online":[20,80],"social":[21,26,81,182],"media,":[22],"patterns":[23,57,75,92,106,127],"formed":[24,62],"interactions":[27],"are":[28,107],"mainly":[29],"driven":[30],"information":[32,46,73,129,168],"flow.":[33,130],"Despite":[34],"an":[35],"increasing":[36],"number":[37],"studies":[39],"aiming":[40],"to":[41,109,172],"understand":[42],"spreads":[44],"flow,":[47,169],"little":[48],"known":[50],"about":[51],"geometry":[53],"these":[55,141],"spreading":[56,105,155],"how":[59],"they":[60],"were":[61],"during":[63],"spreading.":[65],"this":[67],"paper,":[68],"exploring":[70],"432":[71],"million":[72],"flow":[74],"extracted":[76],"from":[77,152],"large-scale":[79],"media":[82],"dataset,":[83],"we":[84,134],"uncover":[85],"wide":[87,173],"range":[88],"complex":[90,125],"geometric":[91,126],"characterized":[93],"three-dimensional":[96],"metric":[97],"space.":[98],"contrast,":[100],"existing":[102],"understanding":[103],"limited":[108],"fanning-out":[110],"or":[111],"narrow":[112],"tree-like":[113],"geometries.":[114],"We":[115],"discover":[116],"three":[117],"key":[118],"ingredients":[119],"govern":[121],"As":[131],"result,":[133],"propose":[135],"stochastic":[137],"process":[138],"model":[139],"incorporating":[140],"ingredients,":[142],"demonstrating":[143],"it":[145],"successfully":[146],"reproduces":[147],"diverse":[149],"geometries":[150],"discovered":[151],"empirical":[154],"patterns.":[156],"Our":[157],"discoveries":[158],"provide":[159],"theoretical":[161],"foundation":[162],"for":[163,175],"microscopic":[165],"mechanisms":[166],"potentially":[170],"leading":[171],"implications":[174],"prediction,":[176],"control":[177],"policy":[179],"decisions":[180],"in":[181],"media.":[183]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
