{"id":"https://openalex.org/W2908900944","doi":"https://doi.org/10.1145/3243652","title":"Transfer to Rank for Heterogeneous One-Class Collaborative Filtering","display_name":"Transfer to Rank for Heterogeneous One-Class Collaborative Filtering","publication_year":2019,"publication_date":"2019-01-14","ids":{"openalex":"https://openalex.org/W2908900944","doi":"https://doi.org/10.1145/3243652","mag":"2908900944"},"language":"en","primary_location":{"id":"doi:10.1145/3243652","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3243652","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information 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/A5073490832","display_name":"Weike Pan","orcid":"https://orcid.org/0000-0001-6326-9531"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weike Pan","raw_affiliation_strings":["College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Nanshan District, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Nanshan District, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100636286","display_name":"Qiang Yang","orcid":"https://orcid.org/0000-0001-5059-8360"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Qiang Yang","raw_affiliation_strings":["Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032578120","display_name":"Wanling Cai","orcid":"https://orcid.org/0000-0001-8506-3825"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanling Cai","raw_affiliation_strings":["Shenzhen University, Nanshan District, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University, Nanshan District, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101801913","display_name":"Yaofeng Chen","orcid":"https://orcid.org/0000-0001-9640-0073"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaofeng Chen","raw_affiliation_strings":["Shenzhen University, Nanshan District, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University, Nanshan District, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101596772","display_name":"Qing Zhang","orcid":"https://orcid.org/0000-0001-6815-1954"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Zhang","raw_affiliation_strings":["Shenzhen University, Nanshan District, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University, Nanshan District, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114858844","display_name":"Xiaogang Peng","orcid":"https://orcid.org/0009-0009-7918-8694"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaogang Peng","raw_affiliation_strings":["Shenzhen University, Nanshan District, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University, Nanshan District, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100633979","display_name":"Zhong Ming","orcid":"https://orcid.org/0000-0002-6933-5760"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhong Ming","raw_affiliation_strings":["Shenzhen University, Nanshan District, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University, Nanshan District, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5073490832"],"corresponding_institution_ids":["https://openalex.org/I180726961"],"apc_list":null,"apc_paid":null,"fwci":6.7829,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.96846819,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"37","issue":"1","first_page":"1","last_page":"20"},"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/T13274","display_name":"Expert finding and Q&A systems","score":0.9854999780654907,"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":0.9801999926567078,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pointwise","display_name":"Pointwise","score":0.7946925759315491},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7915579676628113},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.7048022150993347},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.6614258289337158},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.6419411897659302},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6367452144622803},{"id":"https://openalex.org/keywords/preference-learning","display_name":"Preference learning","score":0.6137832999229431},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.4982335567474365},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4753425121307373},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4301564693450928},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4169695973396301},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.4010205566883087},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.2953265905380249},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26471146941185},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2625540494918823},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10855397582054138},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08605924248695374}],"concepts":[{"id":"https://openalex.org/C2777984123","wikidata":"https://www.wikidata.org/wiki/Q9248237","display_name":"Pointwise","level":2,"score":0.7946925759315491},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7915579676628113},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7048022150993347},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.6614258289337158},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.6419411897659302},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6367452144622803},{"id":"https://openalex.org/C181204326","wikidata":"https://www.wikidata.org/wiki/Q7239820","display_name":"Preference learning","level":3,"score":0.6137832999229431},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.4982335567474365},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4753425121307373},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4301564693450928},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4169695973396301},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.4010205566883087},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2953265905380249},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26471146941185},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2625540494918823},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10855397582054138},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08605924248695374},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3243652","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3243652","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-95371","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-95371","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"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":"Article"},{"id":"pmh:oai:repository.ust.hk:1783.1-95371","is_oa":false,"landing_page_url":"http://repository.ust.hk/ir/Record/1783.1-95371","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G23777268","display_name":null,"funder_award_id":"61502307, 61672358","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6598817034","display_name":null,"funder_award_id":"2016A030313038","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W30495595","https://openalex.org/W103340358","https://openalex.org/W1678356000","https://openalex.org/W1880262756","https://openalex.org/W1892382968","https://openalex.org/W1994389483","https://openalex.org/W2006822005","https://openalex.org/W2010187764","https://openalex.org/W2027829212","https://openalex.org/W2038747917","https://openalex.org/W2044645911","https://openalex.org/W2047109571","https://openalex.org/W2048279536","https://openalex.org/W2072992969","https://openalex.org/W2074290495","https://openalex.org/W2091002342","https://openalex.org/W2091158010","https://openalex.org/W2094286023","https://openalex.org/W2101409192","https://openalex.org/W2108920354","https://openalex.org/W2119384858","https://openalex.org/W2122838776","https://openalex.org/W2124187902","https://openalex.org/W2140310134","https://openalex.org/W2142144955","https://openalex.org/W2165698076","https://openalex.org/W2314598940","https://openalex.org/W2319598986","https://openalex.org/W2342394218","https://openalex.org/W2343271409","https://openalex.org/W2402753422","https://openalex.org/W2520779888","https://openalex.org/W2523367416","https://openalex.org/W2531563875","https://openalex.org/W2573167395","https://openalex.org/W2573229292","https://openalex.org/W2591957553","https://openalex.org/W2605350416","https://openalex.org/W2724526379","https://openalex.org/W2736230012","https://openalex.org/W2752579606","https://openalex.org/W2752904570","https://openalex.org/W2919115771"],"related_works":["https://openalex.org/W3009464535","https://openalex.org/W4312091775","https://openalex.org/W3129604324","https://openalex.org/W2972971644","https://openalex.org/W3043671928","https://openalex.org/W2060303324","https://openalex.org/W2893036933","https://openalex.org/W2896141483","https://openalex.org/W2606864227","https://openalex.org/W1964758795"],"abstract_inverted_index":{"Heterogeneous":[0],"one-class":[1,18],"collaborative":[2],"filtering":[3],"is":[4,118],"an":[5],"emerging":[6],"and":[7,22,39,53,65,88,166,185],"important":[8],"problem":[9],"in":[10,104],"recommender":[11],"systems,":[12],"where":[13],"two":[14,83,142],"different":[15,43,122,157],"types":[16,123],"of":[17,34,37,62,102,124],"feedback,":[19],"i.e.,":[20,59,85],"purchases":[21,52],"browses,":[23,35],"are":[24],"available":[25],"as":[26,110,162],"input":[27],"data.":[28],"The":[29],"associated":[30],"challenges":[31],"include":[32],"ambiguity":[33],"scarcity":[36],"purchases,":[38,103],"heterogeneity":[40],"arising":[41],"from":[42,55],"feedback.":[44],"In":[45,91,128],"this":[46],"article,":[47],"we":[48,68,94,106,131,152,171],"propose":[49],"to":[50,78,120,133,146],"model":[51],"browses":[54,96],"a":[56,70,111,147],"new":[57],"perspective,":[58],"users\u2019":[60],"roles":[61],"mixer,":[63],"browser":[64],"purchaser.":[66],"Specifically,":[67],"design":[69],"novel":[71],"transfer":[72,77],"learning":[73,100,159,165],"solution":[74],"termed":[75],"role-based":[76],"rank":[79],"(RoToR),":[80],"which":[81,105],"contains":[82],"variants,":[84],"integrative":[86,92,136],"RoToR":[87,189],"sequential":[89,129],"RoToR.":[90],"RoToR,":[93,130],"leverage":[95],"into":[97,126,141],"the":[98,135,196],"preference":[99,158,164,168],"task":[101],"take":[107,121],"each":[108],"user":[109],"sophisticated":[112],"customer":[113],"(i.e.,":[114],"mixer":[115],")":[116],"that":[117,187],"able":[119],"feedback":[125],"consideration.":[127],"aim":[132],"simplify":[134],"one":[137],"by":[138],"decomposing":[139],"it":[140],"dependent":[143],"phases":[144],"according":[145],"typical":[148],"shopping":[149],"process.":[150],"Furthermore,":[151],"instantiate":[153],"both":[154],"variants":[155],"using":[156],"paradigms":[160],"such":[161],"pointwise":[163],"pairwise":[167],"learning.":[169],"Finally,":[170],"conduct":[172],"extensive":[173],"empirical":[174],"studies":[175],"with":[176],"various":[177],"baseline":[178],"methods":[179],"on":[180],"three":[181],"large":[182],"public":[183],"datasets":[184],"find":[186],"our":[188],"can":[190],"perform":[191],"significantly":[192],"more":[193],"accurate":[194],"than":[195],"state-of-the-art":[197],"methods.":[198]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}