{"id":"https://openalex.org/W4307203489","doi":"https://doi.org/10.1145/3569452","title":"Studying the Impact of Data Disclosure Mechanism in Recommender Systems via Simulation","display_name":"Studying the Impact of Data Disclosure Mechanism in Recommender Systems via Simulation","publication_year":2022,"publication_date":"2022-10-25","ids":{"openalex":"https://openalex.org/W4307203489","doi":"https://doi.org/10.1145/3569452"},"language":"en","primary_location":{"id":"doi:10.1145/3569452","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3569452","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/A5061136335","display_name":"Ziqian Chen","orcid":"https://orcid.org/0000-0003-2514-6906"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziqian Chen","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0003-2514-6906","affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101467161","display_name":"Fei Sun","orcid":"https://orcid.org/0000-0002-6146-148X"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Sun","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-6146-148X","affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101591516","display_name":"Yifan Tang","orcid":"https://orcid.org/0000-0002-0325-145X"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Tang","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-0325-145X","affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045308982","display_name":"Haokun Chen","orcid":"https://orcid.org/0000-0002-5485-2984"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haokun Chen","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-5485-2984","affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101403129","display_name":"Jinyang Gao","orcid":"https://orcid.org/0000-0002-2094-3554"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinyang Gao","raw_affiliation_strings":["Alibaba Group, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-2094-3554","affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040297543","display_name":"Bolin Ding","orcid":"https://orcid.org/0000-0003-1535-9692"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bolin Ding","raw_affiliation_strings":["Alibaba Group, Seattle, WA, United States"],"raw_orcid":"https://orcid.org/0000-0003-1535-9692","affiliations":[{"raw_affiliation_string":"Alibaba Group, Seattle, WA, United States","institution_ids":["https://openalex.org/I4210095624"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1809,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.8223235,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"41","issue":"3","first_page":"1","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998000264167786,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998000264167786,"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.8322869539260864},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5987844467163086},{"id":"https://openalex.org/keywords/revenue","display_name":"Revenue","score":0.5368161201477051},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.47824397683143616},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.46169766783714294},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.45467764139175415},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.45300519466400146},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.4200916290283203},{"id":"https://openalex.org/keywords/targeted-advertising","display_name":"Targeted advertising","score":0.4191312789916992},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.4151780903339386},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.34171250462532043},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.16561207175254822},{"id":"https://openalex.org/keywords/accounting","display_name":"Accounting","score":0.0905260443687439}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8322869539260864},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5987844467163086},{"id":"https://openalex.org/C195487862","wikidata":"https://www.wikidata.org/wiki/Q850210","display_name":"Revenue","level":2,"score":0.5368161201477051},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.47824397683143616},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.46169766783714294},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.45467764139175415},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.45300519466400146},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.4200916290283203},{"id":"https://openalex.org/C2777459780","wikidata":"https://www.wikidata.org/wiki/Q1628411","display_name":"Targeted advertising","level":2,"score":0.4191312789916992},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.4151780903339386},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.34171250462532043},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.16561207175254822},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0905260443687439},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"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/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3569452","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3569452","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":84,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W1224564842","https://openalex.org/W1545190392","https://openalex.org/W2022097286","https://openalex.org/W2042281163","https://openalex.org/W2045362395","https://openalex.org/W2052686855","https://openalex.org/W2054141820","https://openalex.org/W2057364222","https://openalex.org/W2069870183","https://openalex.org/W2083287929","https://openalex.org/W2091649703","https://openalex.org/W2118309135","https://openalex.org/W2157881433","https://openalex.org/W2157989366","https://openalex.org/W2158934860","https://openalex.org/W2159094788","https://openalex.org/W2171279286","https://openalex.org/W2219888463","https://openalex.org/W2408611789","https://openalex.org/W2512971201","https://openalex.org/W2559655401","https://openalex.org/W2582821769","https://openalex.org/W2582998992","https://openalex.org/W2604438604","https://openalex.org/W2605350416","https://openalex.org/W2618825949","https://openalex.org/W2626454364","https://openalex.org/W2739273093","https://openalex.org/W2765564115","https://openalex.org/W2789607830","https://openalex.org/W2807021761","https://openalex.org/W2892700102","https://openalex.org/W2915117209","https://openalex.org/W2921770172","https://openalex.org/W2946996695","https://openalex.org/W2963367478","https://openalex.org/W2963456518","https://openalex.org/W2963654596","https://openalex.org/W2982902390","https://openalex.org/W2984100107","https://openalex.org/W2987999026","https://openalex.org/W2990138404","https://openalex.org/W3004578093","https://openalex.org/W3028016574","https://openalex.org/W3034790665","https://openalex.org/W3039440100","https://openalex.org/W3081170586","https://openalex.org/W3081273427","https://openalex.org/W3100848837","https://openalex.org/W3100945072","https://openalex.org/W3101118213","https://openalex.org/W3102619277","https://openalex.org/W3104309036","https://openalex.org/W3118999971","https://openalex.org/W3122507327","https://openalex.org/W3144006537","https://openalex.org/W3153022867","https://openalex.org/W3176551993","https://openalex.org/W3184411204","https://openalex.org/W3201463768","https://openalex.org/W3204168431","https://openalex.org/W3205970722","https://openalex.org/W4205228770","https://openalex.org/W4206633947","https://openalex.org/W4210586073","https://openalex.org/W4212774754","https://openalex.org/W4224325687","https://openalex.org/W4231853065","https://openalex.org/W4245286259","https://openalex.org/W4287071928","https://openalex.org/W4287604889","https://openalex.org/W4287775005","https://openalex.org/W4288346394","https://openalex.org/W4293585414","https://openalex.org/W4296300780","https://openalex.org/W4298134634","https://openalex.org/W4300435998","https://openalex.org/W4308469411","https://openalex.org/W6630221451","https://openalex.org/W6714077599","https://openalex.org/W6748449045","https://openalex.org/W6785482172","https://openalex.org/W6802428651"],"related_works":["https://openalex.org/W2931688134","https://openalex.org/W2377919138","https://openalex.org/W2378857091","https://openalex.org/W2999756192","https://openalex.org/W4226090359","https://openalex.org/W4382701072","https://openalex.org/W2491314273","https://openalex.org/W2011624601","https://openalex.org/W936373746","https://openalex.org/W2964094558"],"abstract_inverted_index":{"Recently,":[0],"privacy":[1,87,135],"issues":[2],"in":[3],"web":[4],"services":[5],"that":[6,17,70,109,166],"rely":[7],"on":[8,92,130],"users\u2019":[9,90,97],"personal":[10],"data":[11,33,53,57,126,147],"have":[12],"raised":[13],"great":[14],"attention.":[15],"Despite":[16],"recent":[18],"regulations":[19],"force":[20],"companies":[21],"to":[22,28,48,127,156],"offer":[23],"choices":[24],"for":[25,46,78,183],"each":[26],"user":[27],"opt-in":[29],"or":[30,42,54,191],"opt-out":[31],"of":[32,61,145,160],"disclosure,":[34],"real-world":[35,161,197],"applications":[36],"usually":[37],"only":[38],"provide":[39],"an":[40],"\u201call":[41,190],"nothing\u201d":[43,192],"binary":[44,73],"option":[45],"users":[47,111,121],"either":[49],"disclose":[50,128],"all":[51,56],"their":[52,115],"preserve":[55],"with":[58,152,170],"the":[59,100,131,143,157,167,189],"cost":[60,159],"no":[62],"personalized":[63],"service.":[64],"In":[65,117],"this":[66,118],"article,":[67],"we":[68,103,141],"argue":[69],"such":[71],"a":[72,105],"mechanism":[74,193],"is":[75],"not":[76],"optimal":[77],"both":[79,184],"consumers":[80,185],"and":[81,95,137,174,186],"platforms.":[82],"To":[83],"study":[84,142],"how":[85,96],"different":[86,146],"mechanisms":[88,149,169],"affect":[89,99],"decisions":[91,98],"information":[93],"disclosure":[94,148,177],"platform\u2019s":[101],"revenue,":[102],"propose":[104],"privacy-aware":[106],"recommendation":[107],"framework":[108],"gives":[110],"fine":[112],"control":[113,124],"over":[114],"data.":[116],"new":[119],"framework,":[120],"can":[122,179],"proactively":[123],"which":[125],"based":[129],"tradeoff":[132],"between":[133],"anticipated":[134],"risks":[136],"potential":[138],"utilities.":[139],"Then":[140],"impact":[144],"via":[150],"simulation":[151],"reinforcement":[153],"learning":[154],"due":[155],"high":[158],"experiments.":[162],"The":[163],"results":[164,182],"show":[165],"platform":[168],"finer":[171],"split":[172],"granularity":[173],"more":[175],"unrestrained":[176],"strategy":[178],"bring":[180],"better":[181],"platforms":[187],"than":[188],"adopted":[194],"by":[195],"most":[196],"applications.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
