{"id":"https://openalex.org/W2583393691","doi":"https://doi.org/10.1007/s10994-018-5768-3","title":"Constructing effective personalized policies using counterfactual inference from biased data sets with many features","display_name":"Constructing effective personalized policies using counterfactual inference from biased data sets with many features","publication_year":2018,"publication_date":"2018-12-05","ids":{"openalex":"https://openalex.org/W2583393691","doi":"https://doi.org/10.1007/s10994-018-5768-3","mag":"2583393691"},"language":"en","primary_location":{"id":"doi:10.1007/s10994-018-5768-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-018-5768-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-018-5768-3.pdf","source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s10994-018-5768-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044396502","display_name":"Onur Atan","orcid":"https://orcid.org/0000-0002-1749-4575"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Onur Atan","raw_affiliation_strings":["University of California, Los Angeles, Los Angeles, USA","University of California, Los Angeles Los Angeles USA"],"affiliations":[{"raw_affiliation_string":"University of California, Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"University of California, Los Angeles Los Angeles USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048217036","display_name":"William R. Zame","orcid":"https://orcid.org/0000-0002-3111-5842"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"William R. Zame","raw_affiliation_strings":["Nuffield College, Oxford University, Oxford, UK","University of California, Los Angeles, Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"Nuffield College, Oxford University, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"University of California, Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025478345","display_name":"Qiaojun Feng","orcid":"https://orcid.org/0000-0001-9131-7422"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiaojun Feng","raw_affiliation_strings":["Tsinghua University, Beijing, China","Tsinghua University, Beijing China#TAB#"],"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University, Beijing China#TAB#","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012339002","display_name":"Mihaela van der Schaar","orcid":"https://orcid.org/0000-0003-3933-6049"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Mihaela van der Schaar","raw_affiliation_strings":["Oxford-Man Institute, Oxford University, Oxford, UK","University of California, Los Angeles, Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"Oxford-Man Institute, Oxford University, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"University of California, Los Angeles, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5044396502"],"corresponding_institution_ids":["https://openalex.org/I161318765"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":0.4998,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65035221,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"108","issue":"6","first_page":"945","last_page":"970"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10969","display_name":"Water resources management and optimization","score":0.9527999758720398,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10969","display_name":"Water resources management and optimization","score":0.9527999758720398,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.9086260199546814},{"id":"https://openalex.org/keywords/counterfactual-conditional","display_name":"Counterfactual conditional","score":0.7690325975418091},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7587591409683228},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.7425621151924133},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.653160572052002},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.5877318978309631},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5026960372924805},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4449375867843628},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3311537504196167},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08918997645378113}],"concepts":[{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.9086260199546814},{"id":"https://openalex.org/C71889745","wikidata":"https://www.wikidata.org/wiki/Q1783264","display_name":"Counterfactual conditional","level":3,"score":0.7690325975418091},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7587591409683228},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.7425621151924133},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.653160572052002},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.5877318978309631},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5026960372924805},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4449375867843628},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3311537504196167},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08918997645378113},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10994-018-5768-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-018-5768-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-018-5768-3.pdf","source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1612.08082","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1612.08082","pdf_url":"https://arxiv.org/pdf/1612.08082","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"mag:2583393691","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1612.08082","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1612.08082","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1612.08082","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s10994-018-5768-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-018-5768-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-018-5768-3.pdf","source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1724952840","display_name":null,"funder_award_id":"ECCS 1462245","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3078532643","display_name":null,"funder_award_id":"1462245","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4380772034","display_name":null,"funder_award_id":"IIP1533983","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4866737996","display_name":null,"funder_award_id":"ECCS1462245","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5147494120","display_name":null,"funder_award_id":"1533983","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320337392","display_name":"Division of Electrical, Communications and Cyber Systems","ror":"https://ror.org/01krpsy48"},{"id":"https://openalex.org/F4320337396","display_name":"Division of Industrial Innovation and Partnerships","ror":"https://ror.org/03xyg3m20"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2583393691.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W21934178","https://openalex.org/W1495061682","https://openalex.org/W1500895378","https://openalex.org/W1583700199","https://openalex.org/W1661871015","https://openalex.org/W1786332878","https://openalex.org/W1809653203","https://openalex.org/W1835900096","https://openalex.org/W2020160576","https://openalex.org/W2086206379","https://openalex.org/W2119717200","https://openalex.org/W2122124659","https://openalex.org/W2126185804","https://openalex.org/W2142971854","https://openalex.org/W2150291618","https://openalex.org/W2154053567","https://openalex.org/W2188353343","https://openalex.org/W2202585678","https://openalex.org/W2389937032","https://openalex.org/W2419673715","https://openalex.org/W2463677609","https://openalex.org/W6638875480","https://openalex.org/W6674952872","https://openalex.org/W6677102192","https://openalex.org/W6678356451","https://openalex.org/W6678992168","https://openalex.org/W6681822384","https://openalex.org/W6682018617","https://openalex.org/W6684581859","https://openalex.org/W6747694793","https://openalex.org/W6758972637","https://openalex.org/W7014191107"],"related_works":["https://openalex.org/W2963806098","https://openalex.org/W1809653203","https://openalex.org/W3201286590","https://openalex.org/W3103795814","https://openalex.org/W3202973005","https://openalex.org/W3126483755","https://openalex.org/W3186616983","https://openalex.org/W2964060106","https://openalex.org/W2945663551","https://openalex.org/W3083544013","https://openalex.org/W2952092676","https://openalex.org/W3125199418","https://openalex.org/W2946249608","https://openalex.org/W1983709189","https://openalex.org/W3007733958","https://openalex.org/W3176790407","https://openalex.org/W3021867106","https://openalex.org/W3128782524","https://openalex.org/W3082360021","https://openalex.org/W3128043556"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2018,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2022-08-21T00:00:00"}
