{"id":"https://openalex.org/W2972890135","doi":"https://doi.org/10.1145/3298689.3346983","title":"PrivateJobMatch","display_name":"PrivateJobMatch","publication_year":2019,"publication_date":"2019-09-10","ids":{"openalex":"https://openalex.org/W2972890135","doi":"https://doi.org/10.1145/3298689.3346983","mag":"2972890135"},"language":"en","primary_location":{"id":"doi:10.1145/3298689.3346983","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3298689.3346983","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3298689.3346983","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3298689.3346983","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091468069","display_name":"Amar Saini","orcid":null},"institutions":[{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amar Saini","raw_affiliation_strings":["University of California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065838987","display_name":"Florin Rusu","orcid":"https://orcid.org/0000-0002-7018-9043"},"institutions":[{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Florin Rusu","raw_affiliation_strings":["University of California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076390842","display_name":"Andrew Johnston","orcid":"https://orcid.org/0000-0001-5352-9563"},"institutions":[{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Johnston","raw_affiliation_strings":["University of California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I2803209242"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"87","last_page":"95"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10991","display_name":"Game Theory and Voting Systems","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10991","display_name":"Game Theory and Voting Systems","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.996999979019165,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9941999912261963,"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":0.7697145938873291},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6493135094642639},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.629427433013916},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.6245809197425842},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6002535820007324},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5375596880912781},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.5183111429214478},{"id":"https://openalex.org/keywords/job-hunting","display_name":"Job hunting","score":0.41701364517211914},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.41413992643356323},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3764852285385132},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3572760224342346},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.10313314199447632}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7697145938873291},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6493135094642639},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.629427433013916},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.6245809197425842},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6002535820007324},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5375596880912781},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.5183111429214478},{"id":"https://openalex.org/C2777189776","wikidata":"https://www.wikidata.org/wiki/Q629194","display_name":"Job hunting","level":2,"score":0.41701364517211914},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.41413992643356323},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3764852285385132},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3572760224342346},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.10313314199447632},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","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},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3298689.3346983","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3298689.3346983","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3298689.3346983","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th ACM Conference on Recommender Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3298689.3346983","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3298689.3346983","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3298689.3346983","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.699999988079071,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2972890135.pdf","grobid_xml":"https://content.openalex.org/works/W2972890135.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1512479771","https://openalex.org/W2004736275","https://openalex.org/W2046989307","https://openalex.org/W2049249474","https://openalex.org/W2054141820","https://openalex.org/W2068115726","https://openalex.org/W2084501762","https://openalex.org/W2105621451","https://openalex.org/W2113339754","https://openalex.org/W2128424290","https://openalex.org/W2131988597","https://openalex.org/W2147021778","https://openalex.org/W2162195070","https://openalex.org/W2298645458","https://openalex.org/W2532823156","https://openalex.org/W2604870406","https://openalex.org/W2743723926","https://openalex.org/W2746385174","https://openalex.org/W2780379682","https://openalex.org/W2893273947","https://openalex.org/W2897356390","https://openalex.org/W2944043727","https://openalex.org/W3123388428","https://openalex.org/W3125537905","https://openalex.org/W6630645047","https://openalex.org/W6663009345","https://openalex.org/W6667226532"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W1657011257","https://openalex.org/W2931602588","https://openalex.org/W4236298560","https://openalex.org/W4322508012","https://openalex.org/W1986265453","https://openalex.org/W4394832455","https://openalex.org/W3123407378","https://openalex.org/W4236362086","https://openalex.org/W4313799920"],"abstract_inverted_index":{"Coordination":[0],"failure":[1],"reduces":[2],"match":[3,188],"quality":[4,157],"among":[5],"employers":[6,35],"and":[7,131,145,169],"candidates":[8],"in":[9,14,55,172],"the":[10,98,106,112,119,122,149,152,160,179,187,204],"job":[11,26,129,175,196],"market,":[12],"resulting":[13],"a":[15,30,44,52,68,85,93,128,166,193,200],"large":[16],"number":[17],"of":[18,47,88,95,97,108,114,121,151,203],"unfilled":[19],"positions":[20],"and/or":[21],"unstable,":[22],"short-term":[23],"employment.":[24],"Centralized":[25],"search":[27],"engines":[28],"provide":[29,58,83],"platform":[31],"that":[32,135,186],"connects":[33],"directly":[34],"with":[36,111],"job-seekers.":[37],"However,":[38],"they":[39],"require":[40],"users":[41,81],"to":[42,57,82,127,192],"disclose":[43],"significant":[45],"amount":[46],"personal":[48],"data,":[49,183],"i.e.,":[50],"build":[51],"user":[53,205],"profile,":[54],"order":[56],"meaningful":[59],"recommendations.":[60],"In":[61],"this":[62],"paper,":[63],"we":[64,163,184],"present":[65],"PrivateJobMatch":[66,91,167],"-":[67,74],"privacy-oriented":[69],"deferred":[70,101],"multi-match":[71],"recommender":[72],"system":[73],"which":[75,104],"generates":[76],"stable":[77],"pairings":[78],"while":[79],"requiring":[80,198],"only":[84,199],"partial":[86,201],"ranking":[87,202],"their":[89],"preferences.":[90,206],"explores":[92],"series":[94],"adaptations":[96],"game-theoretic":[99],"Gale-Shapley":[100],"acceptance":[102],"algorithm":[103,124],"combine":[105],"flexibility":[107],"decentralized":[109,195],"markets":[110],"intelligence":[113],"centralized":[115],"matching.":[116],"We":[117],"identify":[118],"shortcomings":[120],"original":[123],"when":[125],"applied":[126],"market":[130,176],"propose":[132],"novel":[133],"solutions":[134],"rely":[136],"on":[137,143],"machine":[138],"learning":[139],"techniques.":[140],"Experimental":[141],"results":[142],"real":[144],"synthetic":[146],"data":[147],"confirm":[148],"benefits":[150],"proposed":[153],"algorithms":[154],"across":[155],"several":[156],"measures.":[158],"Over":[159],"past":[161],"year,":[162],"have":[164],"implemented":[165],"prototype":[168],"deployed":[170],"it":[171],"an":[173],"active":[174],"economy.":[177],"Using":[178],"gathered":[180],"real-user":[181],"preference":[182],"find":[185],"recommendations":[189],"are":[190],"superior":[191],"typical":[194],"market---while":[197]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2019-09-19T00:00:00"}