{"id":"https://openalex.org/W7142492610","doi":"https://doi.org/10.1016/j.ins.2026.123435","title":"A scalable, approximate optimization approach for random forests under polytopic constraints","display_name":"A scalable, approximate optimization approach for random forests under polytopic constraints","publication_year":2026,"publication_date":"2026-03-28","ids":{"openalex":"https://openalex.org/W7142492610","doi":"https://doi.org/10.1016/j.ins.2026.123435"},"language":"en","primary_location":{"id":"doi:10.1016/j.ins.2026.123435","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ins.2026.123435","pdf_url":null,"source":{"id":"https://openalex.org/S192650101","display_name":"Information Sciences","issn_l":"0020-0255","issn":["0020-0255","1872-6291"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Sciences","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/A5090402192","display_name":"Marco Leonesio","orcid":"https://orcid.org/0000-0001-6671-5058"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Marco Leonesio","raw_affiliation_strings":["Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing - National Research Council of Italy (STIIMA-CNR), via Alfonso Corti 12, Milan, (MI), 20133, Italy","Politecnico di Milano, Dipartimento di Ingegneria Elettronica, Informazione e Bioingegneria, Via Ponzio 34/5, Milano, 20133, Italy"],"raw_orcid":"https://orcid.org/0000-0001-6671-5058","affiliations":[{"raw_affiliation_string":"Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing - National Research Council of Italy (STIIMA-CNR), via Alfonso Corti 12, Milan, (MI), 20133, Italy","institution_ids":["https://openalex.org/I4210155236"]},{"raw_affiliation_string":"Politecnico di Milano, Dipartimento di Ingegneria Elettronica, Informazione e Bioingegneria, Via Ponzio 34/5, Milano, 20133, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083174589","display_name":"Lorenzo Fagiano","orcid":"https://orcid.org/0000-0002-0109-6484"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lorenzo Fagiano","raw_affiliation_strings":["Politecnico di Milano, Dipartimento di Ingegneria Elettronica, Informazione e Bioingegneria, Via Ponzio 34/5, Milano, 20133, Italy"],"raw_orcid":"https://orcid.org/0000-0002-0109-6484","affiliations":[{"raw_affiliation_string":"Politecnico di Milano, Dipartimento di Ingegneria Elettronica, Informazione e Bioingegneria, Via Ponzio 34/5, Milano, 20133, Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5090402192"],"corresponding_institution_ids":["https://openalex.org/I4210155236","https://openalex.org/I93860229"],"apc_list":{"value":3330,"currency":"USD","value_usd":3330},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69931543,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"746","issue":null,"first_page":"123435","last_page":"123435"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11413","display_name":"Risk and Portfolio Optimization","score":0.579800009727478,"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"}},"topics":[{"id":"https://openalex.org/T11413","display_name":"Risk and Portfolio Optimization","score":0.579800009727478,"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/T11753","display_name":"Forest Management and Policy","score":0.04540000110864639,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11596","display_name":"Constraint Satisfaction and Optimization","score":0.043299999088048935,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/optimization-problem","display_name":"Optimization problem","score":0.3813999891281128},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.3707999885082245},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.3610000014305115},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.310699999332428},{"id":"https://openalex.org/keywords/constrained-optimization","display_name":"Constrained optimization","score":0.2685000002384186}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5618000030517578},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5497000217437744},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3813999891281128},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.3707999885082245},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.3610000014305115},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3531999886035919},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2996000051498413},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.29350000619888306},{"id":"https://openalex.org/C55660270","wikidata":"https://www.wikidata.org/wiki/Q5164377","display_name":"Constrained optimization","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C148764684","wikidata":"https://www.wikidata.org/wiki/Q621751","display_name":"Approximation algorithm","level":2,"score":0.2542000114917755}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ins.2026.123435","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ins.2026.123435","pdf_url":null,"source":{"id":"https://openalex.org/S192650101","display_name":"Information Sciences","issn_l":"0020-0255","issn":["0020-0255","1872-6291"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Sciences","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.4066043496131897}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1510052597","https://openalex.org/W1998855065","https://openalex.org/W2004554503","https://openalex.org/W2024060531","https://openalex.org/W2061144551","https://openalex.org/W2084993914","https://openalex.org/W2094268929","https://openalex.org/W2096895298","https://openalex.org/W2520807016","https://openalex.org/W2767346351","https://openalex.org/W2911964244","https://openalex.org/W2912934387","https://openalex.org/W2938336646","https://openalex.org/W2950694741","https://openalex.org/W3038400462","https://openalex.org/W3087391159","https://openalex.org/W3154803405","https://openalex.org/W3204489718","https://openalex.org/W4296709748","https://openalex.org/W4377292218","https://openalex.org/W4384038827","https://openalex.org/W4403201367","https://openalex.org/W4413280052","https://openalex.org/W4413900952"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-04T06:10:10.580331","created_date":"2026-03-29T00:00:00"}
