{"id":"https://openalex.org/W1553080079","doi":"https://doi.org/10.1007/978-3-540-74553-2_28","title":"Cost-Sensitive Decision Trees Applied to Medical Data","display_name":"Cost-Sensitive Decision Trees Applied to Medical Data","publication_year":2007,"publication_date":"2007-08-22","ids":{"openalex":"https://openalex.org/W1553080079","doi":"https://doi.org/10.1007/978-3-540-74553-2_28","mag":"1553080079"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-540-74553-2_28","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-74553-2_28","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5000491554","display_name":"Alberto Freitas","orcid":"https://orcid.org/0000-0003-2113-9653"},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]},{"id":"https://openalex.org/I4210097193","display_name":"Technologies pour la Sant\u00e9","ror":"https://ror.org/012hpz460","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210097193"]},{"id":"https://openalex.org/I4210137384","display_name":"Centre for Health Technology and Services Research","ror":"https://ror.org/0434vme59","country_code":"PT","type":"facility","lineage":["https://openalex.org/I4210137384"]}],"countries":["FR","PT"],"is_corresponding":true,"raw_author_name":"Alberto Freitas","raw_affiliation_strings":["CINTESIS \u2013 Center for Research in Health Information Systems and Technologies, Al. Prof. Hern\u00e2ni Monteiro; 4200-319 Porto, Portugal","Department of Biostatistics and Medical Informatics, Faculty of Medicine, University of Porto, Portugal","CINTESIS \u2013 Center for Research in Health Information Systems and Technologies, Al. Prof. Hern\u00e2ni Monteiro","4200-319 Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"CINTESIS \u2013 Center for Research in Health Information Systems and Technologies, Al. Prof. Hern\u00e2ni Monteiro; 4200-319 Porto, Portugal","institution_ids":["https://openalex.org/I4210097193"]},{"raw_affiliation_string":"Department of Biostatistics and Medical Informatics, Faculty of Medicine, University of Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]},{"raw_affiliation_string":"CINTESIS \u2013 Center for Research in Health Information Systems and Technologies, Al. Prof. Hern\u00e2ni Monteiro","institution_ids":["https://openalex.org/I4210097193","https://openalex.org/I4210137384"]},{"raw_affiliation_string":"4200-319 Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028804190","display_name":"Altamiro Costa\u2010Pereira","orcid":"https://orcid.org/0000-0001-8467-6398"},"institutions":[{"id":"https://openalex.org/I4210137384","display_name":"Centre for Health Technology and Services Research","ror":"https://ror.org/0434vme59","country_code":"PT","type":"facility","lineage":["https://openalex.org/I4210137384"]},{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]},{"id":"https://openalex.org/I4210097193","display_name":"Technologies pour la Sant\u00e9","ror":"https://ror.org/012hpz460","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210097193"]}],"countries":["FR","PT"],"is_corresponding":false,"raw_author_name":"Altamiro Costa-Pereira","raw_affiliation_strings":["CINTESIS \u2013 Center for Research in Health Information Systems and Technologies, Al. Prof. Hern\u00e2ni Monteiro; 4200-319 Porto, Portugal","Department of Biostatistics and Medical Informatics, Faculty of Medicine, University of Porto, Portugal","CINTESIS \u2013 Center for Research in Health Information Systems and Technologies, Al. Prof. Hern\u00e2ni Monteiro","4200-319 Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"CINTESIS \u2013 Center for Research in Health Information Systems and Technologies, Al. Prof. Hern\u00e2ni Monteiro; 4200-319 Porto, Portugal","institution_ids":["https://openalex.org/I4210097193"]},{"raw_affiliation_string":"Department of Biostatistics and Medical Informatics, Faculty of Medicine, University of Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]},{"raw_affiliation_string":"CINTESIS \u2013 Center for Research in Health Information Systems and Technologies, Al. Prof. Hern\u00e2ni Monteiro","institution_ids":["https://openalex.org/I4210097193","https://openalex.org/I4210137384"]},{"raw_affiliation_string":"4200-319 Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074059438","display_name":"Pavel Brazdil","orcid":"https://orcid.org/0000-0002-4720-0486"},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Pavel Brazdil","raw_affiliation_strings":["Artificial Intelligence and Data Analysis Group, Artificial Intelligence and Computer, Science Laboratory, Faculty of Economics, University of Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Data Analysis Group, Artificial Intelligence and Computer, Science Laboratory, Faculty of Economics, University of Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5000491554"],"corresponding_institution_ids":["https://openalex.org/I182534213","https://openalex.org/I4210097193","https://openalex.org/I4210137384"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.916,"has_fulltext":false,"cited_by_count":72,"citation_normalized_percentile":{"value":0.75958958,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"303","last_page":"312"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9991000294685364,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9991000294685364,"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":0.9970999956130981,"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":0.9922000169754028,"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/decision-tree","display_name":"Decision tree","score":0.7925207018852234},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7305343747138977},{"id":"https://openalex.org/keywords/medical-costs","display_name":"Medical costs","score":0.5669588446617126},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.5339606404304504},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43553152680397034},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.4240695536136627},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3752940893173218},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3484428822994232},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.33913516998291016},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.32684966921806335},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17265397310256958},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09658178687095642}],"concepts":[{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.7925207018852234},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7305343747138977},{"id":"https://openalex.org/C3019354653","wikidata":"https://www.wikidata.org/wiki/Q5690885","display_name":"Medical costs","level":3,"score":0.5669588446617126},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.5339606404304504},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43553152680397034},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.4240695536136627},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3752940893173218},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3484428822994232},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.33913516998291016},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.32684966921806335},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17265397310256958},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09658178687095642},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-540-74553-2_28","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-74553-2_28","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W167016754","https://openalex.org/W1504694836","https://openalex.org/W1515231270","https://openalex.org/W1519196800","https://openalex.org/W1519468553","https://openalex.org/W1558666744","https://openalex.org/W1570448133","https://openalex.org/W1589187426","https://openalex.org/W1594031697","https://openalex.org/W1789842862","https://openalex.org/W1819386543","https://openalex.org/W1841999836","https://openalex.org/W1989319129","https://openalex.org/W2000832852","https://openalex.org/W2026777540","https://openalex.org/W2038030840","https://openalex.org/W2101416352","https://openalex.org/W2104597806","https://openalex.org/W2125055259","https://openalex.org/W2147834490","https://openalex.org/W2148831205","https://openalex.org/W2157751754","https://openalex.org/W2477400917","https://openalex.org/W2482916218","https://openalex.org/W2966207845","https://openalex.org/W3085162807","https://openalex.org/W6637170354"],"related_works":["https://openalex.org/W2591672004","https://openalex.org/W1982169401","https://openalex.org/W2356463514","https://openalex.org/W4319437832","https://openalex.org/W4243803609","https://openalex.org/W2030894524","https://openalex.org/W2350430350","https://openalex.org/W2592385415","https://openalex.org/W102063058","https://openalex.org/W2006686080"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":6},{"year":2015,"cited_by_count":7},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}