{"id":"https://openalex.org/W2963878746","doi":"https://doi.org/10.1109/tkde.2019.2891530","title":"Addressing the Item Cold-Start Problem by Attribute-Driven Active Learning","display_name":"Addressing the Item Cold-Start Problem by Attribute-Driven Active Learning","publication_year":2019,"publication_date":"2019-01-09","ids":{"openalex":"https://openalex.org/W2963878746","doi":"https://doi.org/10.1109/tkde.2019.2891530","mag":"2963878746"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2019.2891530","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2019.2891530","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","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/A5100673743","display_name":"Yu Zhu","orcid":"https://orcid.org/0000-0001-9746-1695"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhu","raw_affiliation_strings":["Alibaba Group, Hangzhou, China","State Key Laboratory of CAD&CG, College of Computer Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-9746-1695","affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"State Key Laboratory of CAD&CG, College of Computer Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057700970","display_name":"Jinghao Lin","orcid":"https://orcid.org/0000-0002-9067-5946"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinghao Lin","raw_affiliation_strings":["State Key Laboratory of CAD&CG, College of Computer Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-9067-5946","affiliations":[{"raw_affiliation_string":"State Key Laboratory of CAD&CG, College of Computer Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067999491","display_name":"Shibi He","orcid":"https://orcid.org/0000-0002-9372-6710"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shibi He","raw_affiliation_strings":["State Key Laboratory of CAD&CG, College of Computer Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-9372-6710","affiliations":[{"raw_affiliation_string":"State Key Laboratory of CAD&CG, College of Computer Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010145145","display_name":"Beidou Wang","orcid":"https://orcid.org/0000-0003-3458-2128"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Beidou Wang","raw_affiliation_strings":["School of Computing Science, Simon Fraser University, Burnaby, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3458-2128","affiliations":[{"raw_affiliation_string":"School of Computing Science, Simon Fraser University, Burnaby, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065194313","display_name":"Ziyu Guan","orcid":"https://orcid.org/0000-0003-2413-4698"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyu Guan","raw_affiliation_strings":["College of Information and Technology, Northwest University of China, Xian, China"],"raw_orcid":"https://orcid.org/0000-0003-2413-4698","affiliations":[{"raw_affiliation_string":"College of Information and Technology, Northwest University of China, Xian, China","institution_ids":["https://openalex.org/I37802460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100325563","display_name":"Haifeng Liu","orcid":"https://orcid.org/0000-0002-8142-0642"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Liu","raw_affiliation_strings":["College of Computer Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-8142-0642","affiliations":[{"raw_affiliation_string":"College of Computer Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037942269","display_name":"Deng Cai","orcid":"https://orcid.org/0000-0001-9817-4065"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deng Cai","raw_affiliation_strings":["Alibaba-Zhejiang University Joint Institute of Frontier Technologies, Hangzhou, China","State Key Laboratory of CAD&CG, College of Computer Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-9817-4065","affiliations":[{"raw_affiliation_string":"Alibaba-Zhejiang University Joint Institute of Frontier Technologies, Hangzhou, China","institution_ids":["https://openalex.org/I45928872","https://openalex.org/I76130692"]},{"raw_affiliation_string":"State Key Laboratory of CAD&CG, College of Computer Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":33.404,"has_fulltext":false,"cited_by_count":154,"citation_normalized_percentile":{"value":0.9965089,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"32","issue":"4","first_page":"631","last_page":"644"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9997000098228455,"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/T13274","display_name":"Expert finding and Q&A systems","score":0.9898999929428101,"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/cold-start","display_name":"Cold start (automotive)","score":0.9196127653121948},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8586472272872925},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.8008888959884644},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7605007886886597},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5531993508338928},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5000178813934326},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.48493483662605286},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.48033609986305237},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38723766803741455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3385113477706909}],"concepts":[{"id":"https://openalex.org/C2778956030","wikidata":"https://www.wikidata.org/wiki/Q5142477","display_name":"Cold start (automotive)","level":2,"score":0.9196127653121948},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8586472272872925},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.8008888959884644},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7605007886886597},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5531993508338928},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5000178813934326},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.48493483662605286},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.48033609986305237},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38723766803741455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3385113477706909},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2019.2891530","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2019.2891530","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1900898893","display_name":null,"funder_award_id":"61522206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3083892850","display_name":null,"funder_award_id":"61876145","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5889316065","display_name":null,"funder_award_id":"61876144","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6704562144","display_name":"\u57fa\u4e8e\u6807\u7b7e\u548c\u591a\u7279\u5f81\u878d\u5408\u7684\u56fe\u50cf\u8bed\u4e49\u7a7a\u95f4\u5b66\u4e60\u6280\u672f\u7814\u7a76","funder_award_id":"61373118","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6887114618","display_name":null,"funder_award_id":"61751307","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8527663468","display_name":"\u57fa\u4e8e\u6807\u7b7e\u5f31\u6807\u6ce8\u6570\u636e\u548c\u6df1\u5ea6\u5b66\u4e60\u7684\u89c6\u89c9\u6027\u6982\u5ff5\u7279\u5f81\u81ea\u52a8\u63d0\u53d6\u6280\u672f\u7814\u7a76","funder_award_id":"61672409","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":81,"referenced_works":["https://openalex.org/W50486269","https://openalex.org/W1494200051","https://openalex.org/W1501049730","https://openalex.org/W1514940655","https://openalex.org/W1517759690","https://openalex.org/W1533510585","https://openalex.org/W1687468423","https://openalex.org/W1911551976","https://openalex.org/W1926369758","https://openalex.org/W1966268035","https://openalex.org/W1968596211","https://openalex.org/W1988520084","https://openalex.org/W1994389483","https://openalex.org/W2001530795","https://openalex.org/W2002834872","https://openalex.org/W2006484294","https://openalex.org/W2013221919","https://openalex.org/W2014050279","https://openalex.org/W2015348048","https://openalex.org/W2018605660","https://openalex.org/W2027913476","https://openalex.org/W2032612112","https://openalex.org/W2039522160","https://openalex.org/W2045379294","https://openalex.org/W2054553473","https://openalex.org/W2065663334","https://openalex.org/W2076214575","https://openalex.org/W2082927600","https://openalex.org/W2090641502","https://openalex.org/W2094286023","https://openalex.org/W2102982709","https://openalex.org/W2108114251","https://openalex.org/W2108969096","https://openalex.org/W2110199308","https://openalex.org/W2118309135","https://openalex.org/W2119490247","https://openalex.org/W2119738618","https://openalex.org/W2119850747","https://openalex.org/W2128678390","https://openalex.org/W2137404238","https://openalex.org/W2139750075","https://openalex.org/W2143894320","https://openalex.org/W2145736866","https://openalex.org/W2149721706","https://openalex.org/W2155201359","https://openalex.org/W2162699927","https://openalex.org/W2163229756","https://openalex.org/W2166048859","https://openalex.org/W2169412597","https://openalex.org/W2339136142","https://openalex.org/W2386888220","https://openalex.org/W2441269247","https://openalex.org/W2475273492","https://openalex.org/W2476125329","https://openalex.org/W2577521916","https://openalex.org/W2619206542","https://openalex.org/W2739805805","https://openalex.org/W2795082012","https://openalex.org/W2949186496","https://openalex.org/W2963884211","https://openalex.org/W3041093287","https://openalex.org/W3101023724","https://openalex.org/W3122687407","https://openalex.org/W3123091093","https://openalex.org/W4234163981","https://openalex.org/W4234189512","https://openalex.org/W4234228486","https://openalex.org/W4249801949","https://openalex.org/W4250290707","https://openalex.org/W6602031475","https://openalex.org/W6630965568","https://openalex.org/W6631819345","https://openalex.org/W6639904974","https://openalex.org/W6640363541","https://openalex.org/W6676576766","https://openalex.org/W6678113768","https://openalex.org/W6679227803","https://openalex.org/W6680611266","https://openalex.org/W6685119140","https://openalex.org/W6731920474","https://openalex.org/W6750206250"],"related_works":["https://openalex.org/W2772628444","https://openalex.org/W4220714703","https://openalex.org/W1484355083","https://openalex.org/W3008845055","https://openalex.org/W2098758514","https://openalex.org/W2358418295","https://openalex.org/W2497939785","https://openalex.org/W4376854386","https://openalex.org/W2202724490","https://openalex.org/W2735929803"],"abstract_inverted_index":{"In":[0,20,89],"recommender":[1],"systems,":[2],"cold-start":[3,28,56,101],"issues":[4],"are":[5,13,40],"situations":[6],"where":[7],"no":[8],"previous":[9,51,144],"events,":[10],"e.g.,":[11],"ratings,":[12,142],"known":[14],"for":[15,42,53,98,135,155],"certain":[16],"users":[17,74],"or":[18,70],"items.":[19],"this":[21,90],"paper,":[22,91],"we":[23,92,113,149],"focus":[24],"on":[25,46,120,162],"the":[26,54,77,99,129,140,156,167],"item":[27,34,55,79,100],"problem.":[29],"Both":[30],"content":[31,61,82],"information":[32,62,83],"(e.g.,":[33],"attributes)":[35],"and":[36,84,108,123,127,146],"initial":[37],"user":[38,116],"ratings":[39,145],"valuable":[41],"seizing":[43],"users'":[44,124,143],"preferences":[45],"a":[47,94],"new":[48,78],"item.":[49],"However,":[50],"methods":[52],"problem":[57,102],"either":[58],"(1)":[59],"incorporate":[60],"into":[63],"collaborative":[64,87],"filtering":[65],"to":[66,75],"perform":[67],"hybrid":[68],"recommendation,":[69],"(2)":[71],"actively":[72],"select":[73],"rate":[76],"without":[80],"considering":[81],"then":[85,150],"do":[86],"filtering.":[88],"propose":[93],"novel":[95],"recommendation":[96],"scheme":[97],"by":[103],"leveraging":[104],"both":[105],"active":[106],"learning":[107],"items'":[109,121,147],"attribute":[110],"information.":[111],"Specifically,":[112],"design":[114],"useful":[115],"selection":[117],"criteria":[118,130],"based":[119],"attributes":[122],"rating":[125,153],"history,":[126],"combine":[128],"in":[131],"an":[132],"optimization":[133],"framework":[134],"selecting":[136],"users.":[137,159],"By":[138],"exploiting":[139],"feedback":[141],"attributes,":[148],"generate":[151],"accurate":[152],"predictions":[154],"other":[157],"unselected":[158],"Experimental":[160],"results":[161],"two":[163],"real-world":[164],"datasets":[165],"show":[166],"superiority":[168],"of":[169],"our":[170],"proposed":[171],"method":[172],"over":[173],"traditional":[174],"methods.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":27},{"year":2022,"cited_by_count":29},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":20},{"year":2019,"cited_by_count":11}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
