{"id":"https://openalex.org/W3033342855","doi":"https://doi.org/10.1109/mis.2020.2997362","title":"Hierarchical Attentive Transaction Embedding With Intra- and Inter-Transaction Dependencies for Next-Item Recommendation","display_name":"Hierarchical Attentive Transaction Embedding With Intra- and Inter-Transaction Dependencies for Next-Item Recommendation","publication_year":2020,"publication_date":"2020-05-25","ids":{"openalex":"https://openalex.org/W3033342855","doi":"https://doi.org/10.1109/mis.2020.2997362","mag":"3033342855"},"language":"en","primary_location":{"id":"doi:10.1109/mis.2020.2997362","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mis.2020.2997362","pdf_url":null,"source":{"id":"https://openalex.org/S114241109","display_name":"IEEE Intelligent Systems","issn_l":"1541-1672","issn":["1541-1672","1941-1294"],"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 Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2006.04530","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082317196","display_name":"Shoujin Wang","orcid":"https://orcid.org/0000-0003-1133-9379"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Shoujin Wang","raw_affiliation_strings":["University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000798681","display_name":"Longbing Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Longbing Cao","raw_affiliation_strings":["University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101541061","display_name":"Liang Hu","orcid":"https://orcid.org/0000-0001-8588-2177"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Liang Hu","raw_affiliation_strings":["University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047191996","display_name":"Shlomo Berkovsky","orcid":"https://orcid.org/0000-0003-2638-4121"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shlomo Berkovsky","raw_affiliation_strings":["Macquarie University, Macquarie Park, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"Macquarie University, Macquarie Park, NSW, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043863561","display_name":"Xiaoshui Huang","orcid":"https://orcid.org/0000-0002-3579-538X"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiaoshui Huang","raw_affiliation_strings":["University of Sydney, Camperdown, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"University of Sydney, Camperdown, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005130812","display_name":"Lin Xiao","orcid":"https://orcid.org/0000-0003-3172-3490"},"institutions":[{"id":"https://openalex.org/I173759888","display_name":"Hunan Normal University","ror":"https://ror.org/053w1zy07","country_code":"CN","type":"education","lineage":["https://openalex.org/I173759888"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Xiao","raw_affiliation_strings":["Hunan Normal University, Hunan, China"],"affiliations":[{"raw_affiliation_string":"Hunan Normal University, Hunan, China","institution_ids":["https://openalex.org/I173759888"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076564877","display_name":"Wenpeng L\u00fc","orcid":"https://orcid.org/0000-0002-1840-3540"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenpeng Lu","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences), Shandong, China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences), Shandong, China","institution_ids":["https://openalex.org/I4210142748","https://openalex.org/I152269853"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5082317196"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":6.9513,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.97027644,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"36","issue":"4","first_page":"56","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9995999932289124,"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/T11478","display_name":"Caching and Content Delivery","score":0.982200026512146,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9775000214576721,"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/computer-science","display_name":"Computer science","score":0.8491003513336182},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.8361281156539917},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.6865346431732178},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6409016847610474},{"id":"https://openalex.org/keywords/transaction-processing","display_name":"Transaction processing","score":0.636877715587616},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6098772883415222},{"id":"https://openalex.org/keywords/distributed-transaction","display_name":"Distributed transaction","score":0.5575361847877502},{"id":"https://openalex.org/keywords/transaction-data","display_name":"Transaction data","score":0.5417152047157288},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4772346317768097},{"id":"https://openalex.org/keywords/online-transaction-processing","display_name":"Online transaction processing","score":0.4637613296508789},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.42154672741889954},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3410199284553528},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.26158928871154785}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8491003513336182},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.8361281156539917},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.6865346431732178},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6409016847610474},{"id":"https://openalex.org/C72108876","wikidata":"https://www.wikidata.org/wiki/Q844565","display_name":"Transaction processing","level":3,"score":0.636877715587616},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6098772883415222},{"id":"https://openalex.org/C25185021","wikidata":"https://www.wikidata.org/wiki/Q4053284","display_name":"Distributed transaction","level":4,"score":0.5575361847877502},{"id":"https://openalex.org/C127722929","wikidata":"https://www.wikidata.org/wiki/Q7833714","display_name":"Transaction data","level":3,"score":0.5417152047157288},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4772346317768097},{"id":"https://openalex.org/C191087605","wikidata":"https://www.wikidata.org/wiki/Q1501395","display_name":"Online transaction processing","level":4,"score":0.4637613296508789},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42154672741889954},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3410199284553528},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.26158928871154785},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mis.2020.2997362","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mis.2020.2997362","pdf_url":null,"source":{"id":"https://openalex.org/S114241109","display_name":"IEEE Intelligent Systems","issn_l":"1541-1672","issn":["1541-1672","1941-1294"],"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 Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2006.04530","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2006.04530","pdf_url":"https://arxiv.org/pdf/2006.04530","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2006.04530","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2006.04530","pdf_url":"https://arxiv.org/pdf/2006.04530","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.699999988079071}],"awards":[{"id":"https://openalex.org/G716332117","display_name":null,"funder_award_id":"DP190101079","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1978609982","https://openalex.org/W2011805610","https://openalex.org/W2013619732","https://openalex.org/W2056910091","https://openalex.org/W2138204974","https://openalex.org/W2171279286","https://openalex.org/W2205235818","https://openalex.org/W2625746539","https://openalex.org/W2739901700","https://openalex.org/W2741121853","https://openalex.org/W2746011824","https://openalex.org/W2775582110","https://openalex.org/W2777210537","https://openalex.org/W2788997749","https://openalex.org/W2795199972","https://openalex.org/W2808310571","https://openalex.org/W2901334976","https://openalex.org/W2911946608","https://openalex.org/W2912868486","https://openalex.org/W2963895127","https://openalex.org/W2964316331","https://openalex.org/W2964694324","https://openalex.org/W2965744319","https://openalex.org/W3098231197","https://openalex.org/W3100480425","https://openalex.org/W3101063193","https://openalex.org/W4299286960","https://openalex.org/W6680106237","https://openalex.org/W6688089849","https://openalex.org/W6692935382","https://openalex.org/W6748441964"],"related_works":["https://openalex.org/W590454891","https://openalex.org/W2123909466","https://openalex.org/W579270350","https://openalex.org/W2169387894","https://openalex.org/W2427525016","https://openalex.org/W2372897440","https://openalex.org/W2125608776","https://openalex.org/W2403667029","https://openalex.org/W2053104377","https://openalex.org/W2389053509"],"abstract_inverted_index":{"A":[0],"transaction-based":[1],"recommender":[2],"system":[3],"(TBRS)":[4],"aims":[5],"to":[6,67,94,110],"predict":[7],"the":[8,38,42,56,68,73,124,131,146],"next":[9,33,57,71,132],"item":[10,34,105],"by":[11,35],"modeling":[12,37],"dependencies":[13,21],"in":[14,149],"transactional":[15],"data.":[16],"Generally,":[17],"two":[18,137],"kinds":[19],"of":[20,151],"considered":[22],"are":[23,65],"intra-transaction":[24,39],"dependence":[25,40,48],"and":[26,70,79,107,120],"inter-transaction":[27,47,121],"dependence.":[28],"Most":[29],"existing":[30],"TBRSs":[31],"recommend":[32],"only":[36],"within":[41],"current":[43,69],"transaction":[44,90,108,139],"while":[45],"ignoring":[46],"with":[49],"recent":[50,63],"transactions":[51,64],"that":[52,116,142],"may":[53],"also":[54],"affect":[55],"item.":[58,133],"However,":[59],"as":[60],"not":[61],"all":[62],"relevant":[66,74],"items,":[72],"ones":[75],"should":[76],"be":[77],"identified":[78],"prioritized.":[80],"In":[81],"this":[82],"article,":[83],"we":[84],"propose":[85],"a":[86,99],"novel":[87],"hierarchical":[88],"attentive":[89,113],"embedding":[91,106,109],"(HATE)":[92],"model":[93],"tackle":[95],"these":[96],"issues.":[97],"Specifically,":[98],"two-level":[100],"attention":[101],"mechanism":[102],"integrates":[103],"both":[104,118],"build":[111],"an":[112],"context":[114,126],"representation":[115],"incorporates":[117],"intra-":[119],"dependencies.":[122],"With":[123],"learned":[125],"representation,":[127],"HATE":[128,143],"then":[129],"recommends":[130],"Experimental":[134],"evaluations":[135],"on":[136],"real-world":[138],"datasets":[140],"show":[141],"significantly":[144],"outperforms":[145],"state-of-the-art":[147],"methods":[148],"terms":[150],"recommendation":[152],"accuracy.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2020-06-12T00:00:00"}
