{"id":"https://openalex.org/W3008291730","doi":"https://doi.org/10.1109/tcss.2020.2969484","title":"User Behavior Prediction of Social Hotspots Based on Multimessage Interaction and Neural Network","display_name":"User Behavior Prediction of Social Hotspots Based on Multimessage Interaction and Neural Network","publication_year":2020,"publication_date":"2020-02-18","ids":{"openalex":"https://openalex.org/W3008291730","doi":"https://doi.org/10.1109/tcss.2020.2969484","mag":"3008291730"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2020.2969484","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2020.2969484","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/A5076892263","display_name":"Yunpeng Xiao","orcid":"https://orcid.org/0000-0002-2846-3571"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunpeng Xiao","raw_affiliation_strings":["College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-2846-3571","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100600766","display_name":"Jinghua Li","orcid":"https://orcid.org/0000-0002-8476-9460"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinghua Li","raw_affiliation_strings":["College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042777929","display_name":"Yangfu Zhu","orcid":"https://orcid.org/0000-0003-2880-9517"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yangfu Zhu","raw_affiliation_strings":["College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100340537","display_name":"Qian Li","orcid":"https://orcid.org/0000-0001-7420-2594"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Li","raw_affiliation_strings":["College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":null,"apc_paid":null,"fwci":1.6887,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.83581329,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"7","issue":"2","first_page":"536","last_page":"545"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9994000196456909,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"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/overfitting","display_name":"Overfitting","score":0.8164346814155579},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7151070237159729},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6801576614379883},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.539596438407898},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.5185697674751282},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5160365104675293},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4814433455467224},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.43489181995391846},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3347480893135071},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.22952494025230408}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.8164346814155579},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7151070237159729},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6801576614379883},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.539596438407898},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.5185697674751282},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5160365104675293},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4814433455467224},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.43489181995391846},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3347480893135071},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.22952494025230408},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","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:10.1109/tcss.2020.2969484","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2020.2969484","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":[{"id":"https://openalex.org/G2961736757","display_name":null,"funder_award_id":"KJQN201900629","funder_id":"https://openalex.org/F4320313575","funder_display_name":"Chongqing Municipal Education Commission Foundation"},{"id":"https://openalex.org/G7869021102","display_name":"\u9762\u5411\u591a\u901a\u4fe1\u573a\u666f\u7684\u8f66\u8054\u7f51\u8ba4\u8bc1\u673a\u5236\u548c\u4fe1\u4efb\u6a21\u578b","funder_award_id":"61772098","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G900510649","display_name":null,"funder_award_id":"KJZD-K201900603","funder_id":"https://openalex.org/F4320313575","funder_display_name":"Chongqing Municipal Education Commission Foundation"}],"funders":[{"id":"https://openalex.org/F4320313575","display_name":"Chongqing Municipal Education Commission Foundation","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W564951312","https://openalex.org/W982667389","https://openalex.org/W1973603435","https://openalex.org/W1985404222","https://openalex.org/W2014794499","https://openalex.org/W2038979755","https://openalex.org/W2040434799","https://openalex.org/W2054464279","https://openalex.org/W2055233526","https://openalex.org/W2058719535","https://openalex.org/W2070882506","https://openalex.org/W2093435383","https://openalex.org/W2111214786","https://openalex.org/W2111768067","https://openalex.org/W2115022330","https://openalex.org/W2135093430","https://openalex.org/W2143389120","https://openalex.org/W2146388917","https://openalex.org/W2161953836","https://openalex.org/W2173744076","https://openalex.org/W2212216676","https://openalex.org/W2256430684","https://openalex.org/W2281654588","https://openalex.org/W2402268235","https://openalex.org/W2464869145","https://openalex.org/W2515234781","https://openalex.org/W2532065816","https://openalex.org/W2532755691","https://openalex.org/W2549124190","https://openalex.org/W2594026536","https://openalex.org/W2625115976","https://openalex.org/W2706612058","https://openalex.org/W2745690522","https://openalex.org/W2759660100","https://openalex.org/W3009599694","https://openalex.org/W3113268514","https://openalex.org/W3121431518","https://openalex.org/W4245340409","https://openalex.org/W6676839141","https://openalex.org/W6713098461","https://openalex.org/W6734419536"],"related_works":["https://openalex.org/W4362597605","https://openalex.org/W1574414179","https://openalex.org/W4297676672","https://openalex.org/W3009056573","https://openalex.org/W2922073769","https://openalex.org/W2894173309","https://openalex.org/W4387932263","https://openalex.org/W2098962763","https://openalex.org/W2371065793","https://openalex.org/W2157746493"],"abstract_inverted_index":{"In":[0,168],"network":[1,154],"public-opinion":[2],"analysis,":[3],"the":[4,21,27,50,75,78,88,121,126,142,150,165,171,176,190],"diversity":[5],"of":[6,37,44,52,77,81,91,111,141,183],"messages":[7,25,194],"under":[8],"social":[9,46,112],"hot":[10,45,196],"topics":[11],"plays":[12],"an":[13,130],"important":[14],"role":[15],"in":[16,74,84,180],"user":[17,29,38,56,68,106,135,177],"participation":[18,39,57,69,178],"behavior.":[19],"Considering":[20],"interactions":[22],"among":[23,192],"multiple":[24,42,193],"and":[26,87,120],"complex":[28,99],"behaviors,":[30],"this":[31,102,148],"article":[32],"proposes":[33,104],"a":[34,59,105,116,158],"prediction":[35,109,166],"model":[36,110,172],"behavior":[40,70,108,179],"during":[41],"messaging":[43],"topics.":[47,197],"First,":[48],"considering":[49],"influence":[51],"multimessage":[53,60,85,117,127,184],"interaction":[54,61,128,185],"on":[55,115,134,195],"behavior,":[58,136],"influence-driving":[62],"mechanism":[63,119],"was":[64],"proposed":[65],"to":[66,162],"predict":[67],"more":[71],"accurately.":[72],"Second,":[73],"view":[76],"behavioral":[79],"complexity":[80],"users":[82],"engaging":[83],"hotspots":[86,113],"simple":[89],"structure":[90],"backpropagation":[92],"(BP)":[93],"neural":[94,123,144,153],"networks":[95],"(which":[96],"can":[97],"map":[98],"nonlinear":[100],"relationships),":[101],"study":[103],"participant":[107],"based":[114],"interaction-driving":[118],"BP":[122,143,152],"network.":[124,145],"Finally,":[125],"has":[129],"iterative":[131],"guiding":[132],"effect":[133],"which":[137],"easily":[138],"causes":[139],"overfitting":[140],"To":[146],"avoid":[147],"problem,":[149],"traditional":[151],"is":[155],"optimized":[156],"by":[157],"simulated":[159],"annealing":[160],"algorithm":[161],"further":[163,188],"improve":[164],"accuracy.":[167],"evaluation":[169],"experiments,":[170],"not":[173],"only":[174],"predicted":[175],"actual":[181],"situations":[182],"but":[186],"also":[187],"quantified":[189],"correlations":[191]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
