{"id":"https://openalex.org/W2134431340","doi":null,"title":"Learning with large-scale social media networks","display_name":"Learning with large-scale social media networks","publication_year":2010,"publication_date":"2010-01-01","ids":{"openalex":"https://openalex.org/W2134431340","mag":"2134431340"},"language":"en","primary_location":{"id":"mag:2134431340","doi":null,"is_oa":false,"landing_page_url":"http://leitang.net/thesis.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"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/A5100338946","display_name":"Huan Liu","orcid":"https://orcid.org/0000-0002-3264-7904","observed_orcids":["https://orcid.org/0000-0002-3264-7904","https://orcid.org/0000-0001-9316-4749","https://orcid.org/0000-0003-4134-7580","https://orcid.org/0000-0002-7453-3307","https://orcid.org/0000-0001-6025-6807","https://orcid.org/0000-0002-7863-3751"]},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huan Liu","raw_affiliation_strings":["Arizona State University"],"raw_orcid":"https://orcid.org/0000-0002-2217-0591","affiliations":[{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064826355","display_name":"Lei Tang","orcid":"https://orcid.org/0000-0001-5465-610X","observed_orcids":["https://orcid.org/0000-0001-5465-610X","https://orcid.org/0009-0002-1367-7443","https://orcid.org/0000-0002-7030-4224"]},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lei Tang","raw_affiliation_strings":["Arizona State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":10,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9218999743461609,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9218999743461609,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.048900000751018524,"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/T14435","display_name":"Information Retrieval and Data Mining","score":0.006099999882280827,"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":0.949999988079071},{"id":"https://openalex.org/keywords/social-dimension","display_name":"social dimension","score":0.6520000100135803},{"id":"https://openalex.org/keywords/heterogeneous-networks","display_name":"heterogeneous networks","score":0.7149999737739563},{"id":"https://openalex.org/keywords/human-interaction","display_name":"human interaction","score":0.6729999780654907},{"id":"https://openalex.org/keywords/edge-clustering","display_name":"edge clustering","score":0.7509999871253967},{"id":"https://openalex.org/keywords/scalability","display_name":"scalability","score":0.6570000052452087},{"id":"https://openalex.org/keywords/social-computing","display_name":"social computing","score":0.8420000076293945},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"unsupervised learning","score":0.7260000109672546}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.7373524904251099},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6692519187927246},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5848309397697449},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5377564430236816},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.46408626437187195},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.45688942074775696},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4490181803703308},{"id":"https://openalex.org/C79416737","wikidata":"https://www.wikidata.org/wiki/Q2305519","display_name":"Social learning","level":2,"score":0.4438864290714264},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.4428882598876953},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37158679962158203},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.31862345337867737},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.15934357047080994},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:2134431340","doi":null,"is_oa":false,"landing_page_url":"http://leitang.net/thesis.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":155,"referenced_works":["https://openalex.org/W14071851","https://openalex.org/W35043963","https://openalex.org/W54673942","https://openalex.org/W68767011","https://openalex.org/W87822204","https://openalex.org/W97594948","https://openalex.org/W125376580","https://openalex.org/W147860157","https://openalex.org/W151897409","https://openalex.org/W158455794","https://openalex.org/W161217653","https://openalex.org/W1207633162","https://openalex.org/W1497163089","https://openalex.org/W1500383076","https://openalex.org/W1509445416","https://openalex.org/W1511160855","https://openalex.org/W1520757484","https://openalex.org/W1522512418","https://openalex.org/W1540764732","https://openalex.org/W1548779692","https://openalex.org/W1565377632","https://openalex.org/W1592096085","https://openalex.org/W1596153059","https://openalex.org/W1800493452","https://openalex.org/W1880262756","https://openalex.org/W1908728294","https://openalex.org/W1943227780","https://openalex.org/W1967622058","https://openalex.org/W1967761844","https://openalex.org/W1972047492","https://openalex.org/W1975077471","https://openalex.org/W1978726191","https://openalex.org/W1979089199","https://openalex.org/W1980657874","https://openalex.org/W1981745143","https://openalex.org/W1982167371","https://openalex.org/W1984871604","https://openalex.org/W1985796418","https://openalex.org/W1995342547","https://openalex.org/W2002055996","https://openalex.org/W2009618466","https://openalex.org/W2010581776","https://openalex.org/W2015953751","https://openalex.org/W2018910044","https://openalex.org/W2025341678","https://openalex.org/W2039750798","https://openalex.org/W2042276255","https://openalex.org/W2043545458","https://openalex.org/W2045512849","https://openalex.org/W2046253692","https://openalex.org/W2049607688","https://openalex.org/W2050153214","https://openalex.org/W2054638878","https://openalex.org/W2055667921","https://openalex.org/W2061901927","https://openalex.org/W2066459332","https://openalex.org/W2067752346","https://openalex.org/W2072662896","https://openalex.org/W2072773380","https://openalex.org/W2073308541","https://openalex.org/W2076008912","https://openalex.org/W2077442640","https://openalex.org/W2079090652","https://openalex.org/W2085761620","https://openalex.org/W2091202730","https://openalex.org/W2092124750","https://openalex.org/W2093882311","https://openalex.org/W2095293504","https://openalex.org/W2095711515","https://openalex.org/W2096091969","https://openalex.org/W2096814070","https://openalex.org/W2097645701","https://openalex.org/W2098479684","https://openalex.org/W2099352187","https://openalex.org/W2104246902","https://openalex.org/W2105543219","https://openalex.org/W2107107106","https://openalex.org/W2108502868","https://openalex.org/W2108807072","https://openalex.org/W2110319799","https://openalex.org/W2110620844","https://openalex.org/W2111002549","https://openalex.org/W2111708605","https://openalex.org/W2113573459","https://openalex.org/W2115022330","https://openalex.org/W2117848638","https://openalex.org/W2118020653","https://openalex.org/W2118585731","https://openalex.org/W2119072456","https://openalex.org/W2119282764","https://openalex.org/W2121194706","https://openalex.org/W2122278421","https://openalex.org/W2122710250","https://openalex.org/W2123012927","https://openalex.org/W2123827533","https://openalex.org/W2127048411","https://openalex.org/W2127137551","https://openalex.org/W2127310925","https://openalex.org/W2129043771","https://openalex.org/W2129144539","https://openalex.org/W2130354913","https://openalex.org/W2131689821","https://openalex.org/W2131717044","https://openalex.org/W2132641846","https://openalex.org/W2132914434","https://openalex.org/W2133026717","https://openalex.org/W2133576408","https://openalex.org/W2134714321","https://openalex.org/W2136294701","https://openalex.org/W2136504847","https://openalex.org/W2136897707","https://openalex.org/W2137253512","https://openalex.org/W2137905553","https://openalex.org/W2138180870","https://openalex.org/W2138621811","https://openalex.org/W2139580617","https://openalex.org/W2139680069","https://openalex.org/W2139850885","https://openalex.org/W2141465109","https://openalex.org/W2141685271","https://openalex.org/W2144799688","https://openalex.org/W2146241755","https://openalex.org/W2149982386","https://openalex.org/W2150739536","https://openalex.org/W2151936673","https://openalex.org/W2152163260","https://openalex.org/W2153959628","https://openalex.org/W2154455818","https://openalex.org/W2155398148","https://openalex.org/W2155640700","https://openalex.org/W2157579446","https://openalex.org/W2157979842","https://openalex.org/W2158307368","https://openalex.org/W2159929500","https://openalex.org/W2161160262","https://openalex.org/W2161903623","https://openalex.org/W2164928285","https://openalex.org/W2165558283","https://openalex.org/W2166563561","https://openalex.org/W2168913202","https://openalex.org/W2170081481","https://openalex.org/W2170337404","https://openalex.org/W2171060319","https://openalex.org/W2293546752","https://openalex.org/W2294414050","https://openalex.org/W2318997294","https://openalex.org/W2432978112","https://openalex.org/W2795857897","https://openalex.org/W2798707604","https://openalex.org/W2914746235","https://openalex.org/W2914891281","https://openalex.org/W2950627632","https://openalex.org/W2962735828","https://openalex.org/W3103362336","https://openalex.org/W4234345158"],"related_works":["https://openalex.org/W7098966519","https://openalex.org/W2105543219","https://openalex.org/W2188198008","https://openalex.org/W2183447637","https://openalex.org/W2100527889","https://openalex.org/W1906324443","https://openalex.org/W2114540817","https://openalex.org/W7100821867","https://openalex.org/W7096502674","https://openalex.org/W7096933849"],"abstract_inverted_index":{"Social":[0],"media":[1,37,66,90,150,190],"such":[2],"as":[3],"blogs,":[4],"Facebook,":[5],"Twitter,":[6],"YouTube":[7],"and":[8,24,49,74,146,181,200,209],"Flickr":[9],"enables":[10,192],"people":[11],"of":[12,15,35,43,125,144,154,188,195,204],"all":[13],"walks":[14],"life":[16],"to":[17,26,45,70,75,106,132,138,162,169,184,214],"express":[18],"their":[19,22],"thoughts,":[20],"voice":[21],"opinions,":[23],"connect":[25],"each":[27],"other":[28],"more":[29],"conveniently":[30],"than":[31],"ever.":[32],"The":[33],"boom":[34],"social":[36,65,89,102,115,149,165,189,215],"opens":[38],"up":[39],"a":[40,59,211],"vast":[41],"range":[42],"possibilities":[44],"study":[46],"human":[47,72],"interactions":[48,73,80],"collective":[50,77],"behavior":[51],"on":[52,114],"an":[53,157],"unprecedented":[54],"scale.":[55],"This":[56],"dissertation":[57],"presents":[58],"framework":[60],"for":[61],"learning":[62,111,136],"with":[63,95,141],"large-scale":[64],"networks":[67,140,151,203],"in":[68,167,197],"order":[69,168],"understand":[71],"predict":[76],"behavior.":[78],"Network":[79],"are":[81,152],"typically":[82],"heterogeneous,":[83],"representing":[84],"disparate":[85],"relations,":[86],"but":[87],"most":[88],"sites":[91],"present":[92],"only":[93],"connections":[94],"no":[96],"or":[97,207],"limited":[98],"relation":[99],"information.":[100],"Hence,":[101],"dimension":[103],"is":[104,117,129,160],"introduced":[105],"differentiate":[107],"heterogeneous":[108,198],"relations.":[109],"A":[110],"approach":[112],"based":[113],"dimensions":[116,166],"proposed,":[118],"achieving":[119],"substantial":[120],"improvement":[121],"over":[122],"the":[123,126,171,186,193],"state":[124],"art.":[127],"It":[128],"then":[130],"extended":[131],"unify":[133],"some":[134],"unsupervised":[135],"methods":[137],"handle":[139],"various":[142],"types":[143],"entities":[145],"interactions.":[147],"As":[148],"often":[153],"colossal":[155],"size,":[156],"edge-clustering":[158],"method":[159],"proposed":[161],"extract":[163],"sparse":[164],"address":[170],"scalability":[172],"challenge.":[173],"In":[174],"sum,":[175],"this":[176],"research":[177],"provides":[178],"novel":[179],"concepts":[180],"efficient":[182],"algorithms":[183],"harness":[185],"power":[187],"networks,":[191],"integration":[194],"data":[196],"format":[199],"information":[201],"from":[202],"multiple":[205],"modes":[206],"dimensions,":[208],"offers":[210],"learning-based":[212],"solution":[213],"computing.":[216]},"counts_by_year":[{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}