{"id":"https://openalex.org/W2966873505","doi":"https://doi.org/10.24963/ijcai.2019/963","title":"DeepRec: An Open-source Toolkit for Deep Learning based Recommendation","display_name":"DeepRec: An Open-source Toolkit for Deep Learning based Recommendation","publication_year":2019,"publication_date":"2019-07-28","ids":{"openalex":"https://openalex.org/W2966873505","doi":"https://doi.org/10.24963/ijcai.2019/963","mag":"2966873505"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2019/963","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2019/963","pdf_url":"https://www.ijcai.org/proceedings/2019/0963.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.ijcai.org/proceedings/2019/0963.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100328904","display_name":"Shuai Zhang","orcid":"https://orcid.org/0000-0002-7866-4611"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shuai Zhang","raw_affiliation_strings":["University of New South Wales","University of New South Wales,#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of New South Wales","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"University of New South Wales,#TAB#","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103069680","display_name":"Yi Tay","orcid":"https://orcid.org/0000-0001-6896-4496"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yi Tay","raw_affiliation_strings":["Nanyang Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052731721","display_name":"Lina Yao","orcid":"https://orcid.org/0000-0002-4149-839X"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lina Yao","raw_affiliation_strings":["University of New South Wales","University of New South Wales,#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of New South Wales","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"University of New South Wales,#TAB#","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005167596","display_name":"Bin Wu","orcid":"https://orcid.org/0000-0002-4722-4226"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bin Wu","raw_affiliation_strings":["Zhenzhou University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhenzhou University","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100618738","display_name":"Aixin Sun","orcid":"https://orcid.org/0000-0003-0764-4258"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Aixin Sun","raw_affiliation_strings":["Nanyang Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.2925,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.9327811,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"6581","last_page":"6583"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":1.0,"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":1.0,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9872000217437744,"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":0.8647570013999939},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.7669060230255127},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7646632790565491},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.7129876613616943},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6939643025398254},{"id":"https://openalex.org/keywords/license","display_name":"License","score":0.683569073677063},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.653959333896637},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5888863801956177},{"id":"https://openalex.org/keywords/extensibility","display_name":"Extensibility","score":0.578236997127533},{"id":"https://openalex.org/keywords/modularity","display_name":"Modularity (biology)","score":0.5764656066894531},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.5394033193588257},{"id":"https://openalex.org/keywords/mit-license","display_name":"MIT License","score":0.5143531560897827},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4967239499092102},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4947482943534851},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4118790030479431},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3427392840385437},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.32168659567832947},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.2000068724155426}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8647570013999939},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.7669060230255127},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7646632790565491},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.7129876613616943},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6939643025398254},{"id":"https://openalex.org/C2780560020","wikidata":"https://www.wikidata.org/wiki/Q79719","display_name":"License","level":2,"score":0.683569073677063},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.653959333896637},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5888863801956177},{"id":"https://openalex.org/C32833848","wikidata":"https://www.wikidata.org/wiki/Q4115054","display_name":"Extensibility","level":2,"score":0.578236997127533},{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.5764656066894531},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5394033193588257},{"id":"https://openalex.org/C174183944","wikidata":"https://www.wikidata.org/wiki/Q334661","display_name":"MIT License","level":3,"score":0.5143531560897827},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4967239499092102},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4947482943534851},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4118790030479431},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3427392840385437},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.32168659567832947},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.2000068724155426},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2019/963","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2019/963","pdf_url":"https://www.ijcai.org/proceedings/2019/0963.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.24963/ijcai.2019/963","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2019/963","pdf_url":"https://www.ijcai.org/proceedings/2019/0963.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2966873505.pdf","grobid_xml":"https://content.openalex.org/works/W2966873505.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2054141820","https://openalex.org/W2094286023","https://openalex.org/W2108630796","https://openalex.org/W2140310134","https://openalex.org/W2177562712","https://openalex.org/W2205235818","https://openalex.org/W2253995343","https://openalex.org/W2295739661","https://openalex.org/W2405923393","https://openalex.org/W2512971201","https://openalex.org/W2604433096","https://openalex.org/W2605350416","https://openalex.org/W2739992143","https://openalex.org/W2783272285","https://openalex.org/W2964052347","https://openalex.org/W2964169350","https://openalex.org/W3100591234","https://openalex.org/W3122507327","https://openalex.org/W4289676341","https://openalex.org/W4299286960"],"related_works":["https://openalex.org/W2500556566","https://openalex.org/W2183101619","https://openalex.org/W4309247532","https://openalex.org/W632256878","https://openalex.org/W2491403535","https://openalex.org/W2479811461","https://openalex.org/W2113128227","https://openalex.org/W3096946169","https://openalex.org/W2104915799","https://openalex.org/W4311938462"],"abstract_inverted_index":{"Deep":[0],"learning":[1,53,85,96],"based":[2,86],"recommender":[3],"systems":[4],"have":[5,79],"been":[6],"extensively":[7],"explored":[8],"in":[9,30,60],"recent":[10],"years.":[11],"However,":[12],"the":[13,32,58,62,70,92,128,134,137],"large":[14],"number":[15,82],"of":[16,40,83,136],"models":[17,126],"proposed":[18],"each":[19],"year":[20],"poses":[21],"a":[22,38,81],"big":[23],"challenge":[24],"for":[25,34],"both":[26],"researchers":[27],"and":[28,91,110,120],"practitioners":[29],"reproducing":[31],"results":[33],"further":[35],"comparisons.":[36],"Although":[37],"portion":[39],"papers":[41],"provides":[42],"source":[43,72,143],"code,":[44],"they":[45],"adopted":[46],"different":[47,51],"programming":[48],"languages":[49],"or":[50],"deep":[52,84,95],"packages,":[54],"which":[55],"also":[56],"raises":[57],"bar":[59],"grasping":[61],"ideas.":[63],"To":[64],"alleviate":[65],"this":[66,76],"problem,":[67],"we":[68,78],"released":[69],"open":[71],"project:":[73],"\\textbf{DeepRec}.":[74],"In":[75],"toolkit,":[77],"implemented":[80],"recommendation":[87,102,107],"algorithms":[88],"using":[89],"Python":[90],"widely":[93],"used":[94],"package":[97],"-":[98],"Tensorflow.":[99],"Three":[100],"major":[101],"scenarios:":[103],"rating":[104],"prediction,":[105],"top-N":[106],"(item":[108],"ranking)":[109],"sequential":[111],"recommendation,":[112],"were":[113],"considered.":[114],"Meanwhile,":[115],"DeepRec":[116],"maintains":[117],"good":[118],"modularity":[119],"extensibility":[121],"to":[122],"easily":[123],"incorporate":[124],"new":[125],"into":[127],"framework.":[129],"It":[130],"is":[131,145],"distributed":[132],"under":[133],"terms":[135],"GNU":[138],"General":[139],"Public":[140],"License.":[141],"The":[142],"code":[144],"available":[146],"at":[147],"github:":[148],"https://github.com/cheungdaven/DeepRec":[149]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}