{"id":"https://openalex.org/W4402215355","doi":"https://doi.org/10.1109/tetci.2024.3442872","title":"MASER: Multi-Order Attention and Semantic-Enhanced Representation Model for Complex Text Recommendation","display_name":"MASER: Multi-Order Attention and Semantic-Enhanced Representation Model for Complex Text Recommendation","publication_year":2024,"publication_date":"2024-09-04","ids":{"openalex":"https://openalex.org/W4402215355","doi":"https://doi.org/10.1109/tetci.2024.3442872"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2024.3442872","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3442872","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Emerging Topics in Computational Intelligence","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/A5008245623","display_name":"Pei-Yuan Lai","orcid":"https://orcid.org/0000-0003-3284-6847"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pei-Yuan Lai","raw_affiliation_strings":["School of Information Engineering, Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042977820","display_name":"Qingyun Dai","orcid":"https://orcid.org/0000-0002-7561-3704"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing-Yun Dai","raw_affiliation_strings":["School of Information Engineering, Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046532140","display_name":"De-Zhang Liao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"De-Zhang Liao","raw_affiliation_strings":["South China Technology Commercialization Center, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"South China Technology Commercialization Center, Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091731028","display_name":"Zhe-Rui Yang","orcid":"https://orcid.org/0000-0002-4355-9723"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe-Rui Yang","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016188305","display_name":"Liao Xiaodong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiao-Dong Liao","raw_affiliation_strings":["South China Technology Commercialization Center, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"South China Technology Commercialization Center, Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076335744","display_name":"Chang\u2010Dong Wang","orcid":"https://orcid.org/0000-0001-5972-559X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang-Dong Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100337209","display_name":"Min Chen","orcid":"https://orcid.org/0000-0002-0960-4447"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Chen","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5008245623"],"corresponding_institution_ids":["https://openalex.org/I139024713"],"apc_list":null,"apc_paid":null,"fwci":0.695,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75427136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"9","issue":"2","first_page":"1743","last_page":"1755"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9796000123023987,"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/T10028","display_name":"Topic Modeling","score":0.9796000123023987,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9793999791145325,"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"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9369999766349792,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.646850049495697},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6316721439361572},{"id":"https://openalex.org/keywords/maser","display_name":"Maser","score":0.6162504553794861},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.5756877064704895},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5445012450218201},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4542551040649414},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36030441522598267},{"id":"https://openalex.org/keywords/astrophysics","display_name":"Astrophysics","score":0.16623994708061218},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09494948387145996}],"concepts":[{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.646850049495697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6316721439361572},{"id":"https://openalex.org/C46061668","wikidata":"https://www.wikidata.org/wiki/Q487875","display_name":"Maser","level":2,"score":0.6162504553794861},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.5756877064704895},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5445012450218201},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4542551040649414},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36030441522598267},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.16623994708061218},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09494948387145996},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2024.3442872","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3442872","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Emerging Topics in Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1280930457","display_name":null,"funder_award_id":"2022B1515120059","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G3159983421","display_name":null,"funder_award_id":"62276277","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W767037412","https://openalex.org/W2016257043","https://openalex.org/W2184957013","https://openalex.org/W2605350416","https://openalex.org/W2741249238","https://openalex.org/W2743159750","https://openalex.org/W2792839191","https://openalex.org/W2798908418","https://openalex.org/W2806096773","https://openalex.org/W2913560138","https://openalex.org/W2922461691","https://openalex.org/W2945623882","https://openalex.org/W2949655105","https://openalex.org/W2966349618","https://openalex.org/W2975356217","https://openalex.org/W2978696251","https://openalex.org/W3014906473","https://openalex.org/W3018015815","https://openalex.org/W3032675404","https://openalex.org/W3034894152","https://openalex.org/W3045200674","https://openalex.org/W3047350145","https://openalex.org/W3080122044","https://openalex.org/W3089538137","https://openalex.org/W3091993229","https://openalex.org/W3094605801","https://openalex.org/W3097173804","https://openalex.org/W3126396269","https://openalex.org/W3129482887","https://openalex.org/W3131806423","https://openalex.org/W3149825980","https://openalex.org/W3164058483","https://openalex.org/W3177348518","https://openalex.org/W3196228727","https://openalex.org/W4200416118","https://openalex.org/W4224319640","https://openalex.org/W4285821868","https://openalex.org/W4290860583","https://openalex.org/W4296982149","https://openalex.org/W4298629920","https://openalex.org/W4309451615","https://openalex.org/W4318811846","https://openalex.org/W4324291242","https://openalex.org/W4380884557","https://openalex.org/W4385245566","https://openalex.org/W4385570257","https://openalex.org/W4401834466","https://openalex.org/W6755207826","https://openalex.org/W6767905578","https://openalex.org/W6792710554","https://openalex.org/W6850270101"],"related_works":["https://openalex.org/W2092540411","https://openalex.org/W2158491334","https://openalex.org/W2054961737","https://openalex.org/W4206741773","https://openalex.org/W4210911154","https://openalex.org/W2036326185","https://openalex.org/W4210549596","https://openalex.org/W2130474123","https://openalex.org/W1489820635","https://openalex.org/W2009563062"],"abstract_inverted_index":{"In":[0,106],"some":[1,48],"recommendation":[2,49,97,134,182],"platforms,":[3],"the":[4,10,14,21,87,110,115,176,194,197,201],"recommended":[5,92],"items":[6],"are":[7,17,26],"composed":[8],"of":[9,42,84,196],"complex":[11,22,95,132,180,206],"text,":[12],"and":[13,33,68,86,91,143,169,200],"target":[15],"users":[16],"also":[18],"described":[19],"by":[20,113],"text.":[23],"These":[24],"texts":[25,175],"usually":[27],"long,":[28],"highly":[29],"specialized,":[30],"logically":[31],"structured,":[32],"have":[34,187],"significant":[35],"differences,":[36],"such":[37,62],"as":[38,63,118,162],"recommending":[39],"technical":[40],"demands":[41,125],"enterprises":[43],"to":[44,58,108,123,126],"technology":[45,116],"researchers.":[46],"Although":[47],"methods":[50],"based":[51],"on":[52,190,205],"text":[53,96,133,159,181,207],"representation":[54],"can":[55],"be":[56],"used":[57],"solve":[59],"this":[60],"problem,":[61],"Convolutional":[64],"Neural":[65],"Networks":[66],"(CNNs)":[67],"Long":[69],"Short":[70],"Term":[71],"Memory":[72],"(LSTM),":[73],"they":[74],"may":[75],"encounter":[76],"challenges":[77],"from":[78],"different":[79],"perspectives,":[80],"e.g.,":[81],"path":[82],"connectivity":[83],"representations,":[85],"relationship":[88,164],"between":[89],"representations":[90],"items.":[93],"The":[94],"is":[98],"an":[99,119],"important":[100],"problem":[101],"that":[102],"remains":[103],"largely":[104],"unsolved.":[105],"order":[107],"overcome":[109],"aforementioned":[111],"challenges,":[112],"taking":[114],"commercialization":[117],"example,":[120],"which":[121],"aims":[122],"recommend":[124],"researchers,":[127],"we":[128],"propose":[129],"a":[130],"novel":[131],"model":[135,178,199],"called":[136],"<bold":[137,140,144,147,150],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[138,141,145,148,151],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">M</b>ulti-order":[139],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">A</b>ttention":[142],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">S</b>emantic":[146],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">E</b>nhanced":[149],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">R</b>epresentation":[152],"(MASER).":[153],"By":[154],"integrating":[155],"additional":[156],"information":[157,165,171],"into":[158],"vector":[160],"representationsuch":[161],"structural":[163],"for":[166,172],"extended":[167],"keywords,":[168],"semantic":[170],"entity":[173],"description":[174],"proposed":[177],"enhances":[179],"effectiveness":[183,204],"significantly.":[184],"Extensive":[185],"experiments":[186],"been":[188],"conducted":[189],"real":[191],"datasets,":[192],"confirming":[193],"advantages":[195],"MASER":[198],"attention":[202],"mechanism's":[203],"recommendation.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}