{"id":"https://openalex.org/W2345128635","doi":"https://doi.org/10.1109/tsmc.2016.2523932","title":"SociRank: Identifying and Ranking Prevalent News Topics Using Social Media Factors","display_name":"SociRank: Identifying and Ranking Prevalent News Topics Using Social Media Factors","publication_year":2016,"publication_date":"2016-03-10","ids":{"openalex":"https://openalex.org/W2345128635","doi":"https://doi.org/10.1109/tsmc.2016.2523932","mag":"2345128635"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.2016.2523932","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2016.2523932","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: 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/A5019249297","display_name":"D. Davis","orcid":"https://orcid.org/0000-0001-5620-6751"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Derek Davis","raw_affiliation_strings":["Institute of Information Systems and Applications, National Tsing Hua University, Hsinchu, Taiwan"],"affiliations":[{"raw_affiliation_string":"Institute of Information Systems and Applications, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004040936","display_name":"Gerardo Figueroa","orcid":"https://orcid.org/0009-0001-2513-5046"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Gerardo Figueroa","raw_affiliation_strings":["Institute of Information Systems and Applications, National Tsing Hua University, Hsinchu, Taiwan"],"affiliations":[{"raw_affiliation_string":"Institute of Information Systems and Applications, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040265580","display_name":"Yi-Shin Chen","orcid":"https://orcid.org/0000-0002-8087-9670"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Shin Chen","raw_affiliation_strings":["Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5019249297"],"corresponding_institution_ids":["https://openalex.org/I25846049"],"apc_list":null,"apc_paid":null,"fwci":7.284,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.9710587,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"47","issue":"6","first_page":"979","last_page":"994"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9994000196456909,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9961000084877014,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/social-media","display_name":"Social media","score":0.7515430450439453},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7011024951934814},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.661337673664093},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.6242423057556152},{"id":"https://openalex.org/keywords/news-media","display_name":"News media","score":0.5286455750465393},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5198788642883301},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.5169505476951599},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.485965371131897},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4806593656539917},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.480008065700531},{"id":"https://openalex.org/keywords/information-overload","display_name":"Information overload","score":0.4773840308189392},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4576228857040405},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4277881681919098},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.38765501976013184},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3637857437133789},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.19465214014053345},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1665249764919281},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.14549684524536133}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.7515430450439453},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7011024951934814},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.661337673664093},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.6242423057556152},{"id":"https://openalex.org/C529147693","wikidata":"https://www.wikidata.org/wiki/Q1193236","display_name":"News media","level":2,"score":0.5286455750465393},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5198788642883301},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.5169505476951599},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.485965371131897},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4806593656539917},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.480008065700531},{"id":"https://openalex.org/C186625053","wikidata":"https://www.wikidata.org/wiki/Q1130191","display_name":"Information overload","level":2,"score":0.4773840308189392},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4576228857040405},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4277881681919098},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.38765501976013184},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3637857437133789},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.19465214014053345},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1665249764919281},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.14549684524536133},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2016.2523932","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2016.2523932","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G224070662","display_name":null,"funder_award_id":"MOST104-2221-E-007-136","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G4011459574","display_name":null,"funder_award_id":"MOST103-2221-E-007-092","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W11694923","https://openalex.org/W1481847702","https://openalex.org/W1525595230","https://openalex.org/W1574901103","https://openalex.org/W1593045043","https://openalex.org/W1604738109","https://openalex.org/W1612003148","https://openalex.org/W1629880909","https://openalex.org/W1880262756","https://openalex.org/W1971421925","https://openalex.org/W1973877817","https://openalex.org/W1983012012","https://openalex.org/W1985697096","https://openalex.org/W1987869189","https://openalex.org/W1989910872","https://openalex.org/W1991133427","https://openalex.org/W1995246960","https://openalex.org/W2007572995","https://openalex.org/W2020360881","https://openalex.org/W2022980325","https://openalex.org/W2036120890","https://openalex.org/W2040555370","https://openalex.org/W2051170243","https://openalex.org/W2058089741","https://openalex.org/W2060772621","https://openalex.org/W2061118645","https://openalex.org/W2089458547","https://openalex.org/W2096223431","https://openalex.org/W2099970772","https://openalex.org/W2108815578","https://openalex.org/W2122098402","https://openalex.org/W2137553870","https://openalex.org/W2141222516","https://openalex.org/W2145766604","https://openalex.org/W2149393279","https://openalex.org/W2151451758","https://openalex.org/W2157765050","https://openalex.org/W2158018156","https://openalex.org/W2161893281","https://openalex.org/W2166954187","https://openalex.org/W2168332560","https://openalex.org/W2396838878","https://openalex.org/W2745750801","https://openalex.org/W3148192446","https://openalex.org/W4233135949","https://openalex.org/W4233787372","https://openalex.org/W6635456232","https://openalex.org/W6636440780","https://openalex.org/W6639619044","https://openalex.org/W6647809188","https://openalex.org/W6680455949","https://openalex.org/W6680753128","https://openalex.org/W6683147150","https://openalex.org/W6684599793","https://openalex.org/W6712572046","https://openalex.org/W7015831105"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2581240705","https://openalex.org/W2041353081","https://openalex.org/W1572278127","https://openalex.org/W4287690154","https://openalex.org/W3048366122","https://openalex.org/W3094502663","https://openalex.org/W2152204162","https://openalex.org/W1934841634","https://openalex.org/W593864391"],"abstract_inverted_index":{"Mass":[0],"media":[1,18,119,130,145,157,195],"sources,":[2],"specifically":[3],"the":[4,56,64,82,109,117,129,137,141,152,155,164,167,176,181,197,220],"news":[5,65,118,189,198,227],"media,":[6,66,199],"have":[7,31],"traditionally":[8],"informed":[9],"us":[10],"of":[11,27,102,112,123,133,140,166,209,224],"daily":[12],"events.":[13],"In":[14],"modern":[15],"times,":[16],"social":[17,144,156,194],"services":[19],"such":[20],"as":[21,175],"Twitter":[22],"provide":[23],"an":[24,185],"enormous":[25],"amount":[26],"user-generated":[28],"data,":[29],"which":[30],"great":[32],"potential":[33],"to":[34,42,50,63,88],"contain":[35],"informative":[36],"news-related":[37],"content.":[38],"For":[39],"these":[40],"resources":[41],"be":[43,98,127,173],"useful,":[44],"we":[45],"must":[46,97],"find":[47],"a":[48,113,121,134],"way":[49],"filter":[51],"noise":[52,73],"and":[53,125,171,196,200,212,222],"only":[54],"capture":[55],"content":[57],"that,":[58],"based":[59],"on":[60],"its":[61,147],"similarity":[62],"is":[67,74,86,120],"considered":[68,128],"valuable.":[69],"However,":[70],"even":[71],"after":[72],"removed,":[75],"information":[76,96],"overload":[77],"may":[78],"still":[79],"exist":[80],"in":[81,100,116,143,192],"remaining":[83],"data-hence,":[84],"it":[85,90],"convenient":[87],"prioritize":[89],"for":[91],"consumption.":[92],"To":[93],"achieve":[94],"prioritization,":[95],"ranked":[99],"order":[101],"estimated":[103],"importance":[104],"considering":[105],"three":[106],"factors.":[107],"First,":[108],"temporal":[110,138],"prevalence":[111,139],"particular":[114],"topic":[115,142,162],"factor":[122],"importance,":[124],"can":[126,172],"focus":[131],"(MF)":[132],"topic.":[135,182],"Second,":[136],"indicates":[146,163],"user":[148,177],"attention":[149],"(UA).":[150],"Last,":[151],"interaction":[153,178],"between":[154],"users":[158],"who":[159],"mention":[160],"this":[161],"strength":[165],"community":[168],"discussing":[169],"it,":[170],"regarded":[174],"(UI)":[179],"toward":[180],"We":[183],"propose":[184],"unsupervised":[186],"framework-SociRank-which":[187],"identifies":[188],"topics":[190],"prevalent":[191],"both":[193],"then":[201],"ranks":[202],"them":[203],"by":[204],"relevance":[205],"using":[206],"their":[207],"degrees":[208],"MF,":[210],"UA,":[211],"UI.":[213],"Our":[214],"experiments":[215],"show":[216],"that":[217],"SociRank":[218],"improves":[219],"quality":[221],"variety":[223],"automatically":[225],"identified":[226],"topics.":[228]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
