{"id":"https://openalex.org/W4389149976","doi":"https://doi.org/10.1007/s10994-023-06463-1","title":"Explainable models via compression of tree ensembles","display_name":"Explainable models via compression of tree ensembles","publication_year":2023,"publication_date":"2023-11-29","ids":{"openalex":"https://openalex.org/W4389149976","doi":"https://doi.org/10.1007/s10994-023-06463-1"},"language":"en","primary_location":{"id":"doi:10.1007/s10994-023-06463-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-023-06463-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-023-06463-1.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":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s10994-023-06463-1.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030184040","display_name":"Siwen Yan","orcid":"https://orcid.org/0000-0003-1706-2921"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Siwen Yan","raw_affiliation_strings":["Department of Computer Science, University of Texas at Dallas, 800 W Campbell Rd, Richardson, TX, 75080, USA"],"raw_orcid":"https://orcid.org/0000-0003-1706-2921","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Texas at Dallas, 800 W Campbell Rd, Richardson, TX, 75080, USA","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064323671","display_name":"Sriraam Natarajan","orcid":"https://orcid.org/0000-0001-9889-6260"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sriraam Natarajan","raw_affiliation_strings":["Department of Computer Science, University of Texas at Dallas, 800 W Campbell Rd, Richardson, TX, 75080, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Texas at Dallas, 800 W Campbell Rd, Richardson, TX, 75080, USA","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025326221","display_name":"Saket Joshi","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saket Joshi","raw_affiliation_strings":["Google Inc., San Francisco, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Google Inc., San Francisco, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013618541","display_name":"Roni Khardon","orcid":null},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roni Khardon","raw_affiliation_strings":["Department of Computer Science, Indiana University, Luddy Hall, 700 N. Woodlawn Avenue, Bloomington, IN, 47408, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Indiana University, Luddy Hall, 700 N. Woodlawn Avenue, Bloomington, IN, 47408, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014260664","display_name":"Prasad Tadepalli","orcid":"https://orcid.org/0000-0003-2736-3912"},"institutions":[{"id":"https://openalex.org/I131249849","display_name":"Oregon State University","ror":"https://ror.org/00ysfqy60","country_code":"US","type":"education","lineage":["https://openalex.org/I131249849"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Prasad Tadepalli","raw_affiliation_strings":["Department of Computer Science, Oregon State University, 1500 SW Jefferson Way, Corvallis, OR, 97331, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Oregon State University, 1500 SW Jefferson Way, Corvallis, OR, 97331, USA","institution_ids":["https://openalex.org/I131249849"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5030184040"],"corresponding_institution_ids":["https://openalex.org/I162577319"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":0.4882,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72010801,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"113","issue":"3","first_page":"1303","last_page":"1328"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9997000098228455,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9997000098228455,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9937999844551086,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.993399977684021,"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/interpretability","display_name":"Interpretability","score":0.8507835865020752},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6897047758102417},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.6525102257728577},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6494290232658386},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6420525312423706},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6324668526649475},{"id":"https://openalex.org/keywords/statistical-relational-learning","display_name":"Statistical relational learning","score":0.6222329139709473},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6219181418418884},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5458427667617798},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5040349364280701},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.45667004585266113},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.4506891965866089},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.41869229078292847},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3953872323036194},{"id":"https://openalex.org/keywords/relational-database","display_name":"Relational database","score":0.3605191707611084},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2057989239692688}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8507835865020752},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6897047758102417},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.6525102257728577},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6494290232658386},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6420525312423706},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6324668526649475},{"id":"https://openalex.org/C177877439","wikidata":"https://www.wikidata.org/wiki/Q7604413","display_name":"Statistical relational learning","level":3,"score":0.6222329139709473},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6219181418418884},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5458427667617798},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5040349364280701},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.45667004585266113},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.4506891965866089},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.41869229078292847},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3953872323036194},{"id":"https://openalex.org/C5655090","wikidata":"https://www.wikidata.org/wiki/Q192588","display_name":"Relational database","level":2,"score":0.3605191707611084},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2057989239692688},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10994-023-06463-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-023-06463-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-023-06463-1.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"}],"best_oa_location":{"id":"doi:10.1007/s10994-023-06463-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-023-06463-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-023-06463-1.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":[],"awards":[{"id":"https://openalex.org/G1006902961","display_name":null,"funder_award_id":"W911NF2210251","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G1245079419","display_name":"RI: Small: Stochastic Planning and Probabilistic Inference for Factored State and Action Spaces","funder_award_id":"2002393","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G1523888516","display_name":null,"funder_award_id":"FA9550-","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G1579715502","display_name":null,"funder_award_id":"CNS-1941892","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G358103929","display_name":null,"funder_award_id":"IIS-2002393","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3948645714","display_name":null,"funder_award_id":"W911NF2010224","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G5809100787","display_name":null,"funder_award_id":"FA9550","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G6100822436","display_name":"Phase I IUCRC Oregon State University: Center on Pervasive Personalized Intelligence (PPI)","funder_award_id":"1941892","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6521910841","display_name":null,"funder_award_id":"Minerva FA9550-19-1-039","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G766055618","display_name":null,"funder_award_id":"W911NF2010224","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G7832076109","display_name":null,"funder_award_id":"CNS-1941892","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8242346224","display_name":null,"funder_award_id":"FA9550-19-1-039","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320338279","display_name":"Air Force Office of Scientific Research","ror":"https://ror.org/011e9bt93"},{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389149976.pdf","grobid_xml":"https://content.openalex.org/works/W4389149976.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W31157647","https://openalex.org/W82839139","https://openalex.org/W419646410","https://openalex.org/W1510372738","https://openalex.org/W1678356000","https://openalex.org/W1932742904","https://openalex.org/W1972687012","https://openalex.org/W1977970897","https://openalex.org/W2033072307","https://openalex.org/W2052148895","https://openalex.org/W2054628190","https://openalex.org/W2057097914","https://openalex.org/W2088563966","https://openalex.org/W2089730874","https://openalex.org/W2113882472","https://openalex.org/W2134845864","https://openalex.org/W2144429462","https://openalex.org/W2150475393","https://openalex.org/W2152669282","https://openalex.org/W2154393523","https://openalex.org/W2473993990","https://openalex.org/W2743557766","https://openalex.org/W2763206469","https://openalex.org/W2798445359","https://openalex.org/W4213414043","https://openalex.org/W4242555830","https://openalex.org/W4300999134","https://openalex.org/W6605241255","https://openalex.org/W6634246166","https://openalex.org/W6637636544","https://openalex.org/W6638523607","https://openalex.org/W6672752436","https://openalex.org/W6679546096","https://openalex.org/W6775529479"],"related_works":["https://openalex.org/W2905156999","https://openalex.org/W4229460275","https://openalex.org/W4296079469","https://openalex.org/W1987518466","https://openalex.org/W3023033471","https://openalex.org/W3135046080","https://openalex.org/W168980249","https://openalex.org/W2809161969","https://openalex.org/W3181676408","https://openalex.org/W2284199375"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}