{"id":"https://openalex.org/W2524126247","doi":"https://doi.org/10.1007/s10994-017-5641-9","title":"Statistical comparison of classifiers through Bayesian hierarchical modelling","display_name":"Statistical comparison of classifiers through Bayesian hierarchical modelling","publication_year":2017,"publication_date":"2017-05-18","ids":{"openalex":"https://openalex.org/W2524126247","doi":"https://doi.org/10.1007/s10994-017-5641-9","mag":"2524126247"},"language":"en","primary_location":{"id":"doi:10.1007/s10994-017-5641-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-017-5641-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-017-5641-9.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/s10994-017-5641-9.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047125862","display_name":"Giorgio Corani","orcid":"https://orcid.org/0000-0002-1541-8384"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]},{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]},{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Giorgio Corani","raw_affiliation_strings":["Istituto Dalle Molle di Studi sull\u2019Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto Dalle Molle di Studi sull\u2019Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421","https://openalex.org/I57201433"]},{"raw_affiliation_string":"Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421","https://openalex.org/I57201433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044312043","display_name":"Alessio Benavoli","orcid":"https://orcid.org/0000-0002-2522-7178"},"institutions":[{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]},{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]},{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alessio Benavoli","raw_affiliation_strings":["Istituto Dalle Molle di Studi sull\u2019Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto Dalle Molle di Studi sull\u2019Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421","https://openalex.org/I57201433"]},{"raw_affiliation_string":"Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421","https://openalex.org/I57201433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024075429","display_name":"Janez Dem\u0161ar","orcid":"https://orcid.org/0000-0002-1256-1687"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Janez Dem\u0161ar","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana, Ljubljana, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012559209","display_name":"Francesca Mangili","orcid":"https://orcid.org/0000-0002-3215-1028"},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]},{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]},{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Francesca Mangili","raw_affiliation_strings":["Istituto Dalle Molle di Studi sull\u2019Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto Dalle Molle di Studi sull\u2019Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421","https://openalex.org/I57201433"]},{"raw_affiliation_string":"Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421","https://openalex.org/I57201433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007403791","display_name":"Marco Zaffalon","orcid":"https://orcid.org/0000-0001-8908-1502"},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]},{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]},{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Marco Zaffalon","raw_affiliation_strings":["Istituto Dalle Molle di Studi sull\u2019Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto Dalle Molle di Studi sull\u2019Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421","https://openalex.org/I57201433"]},{"raw_affiliation_string":"Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (IDSIA), Scuola Universitaria Professionale della Svizzera Italiana (SUPSI), Universit\u00e0 della Svizzera Italiana (USI), Manno, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421","https://openalex.org/I57201433"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5047125862"],"corresponding_institution_ids":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":2.9144,"has_fulltext":true,"cited_by_count":48,"citation_normalized_percentile":{"value":0.92688918,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"106","issue":"11","first_page":"1817","last_page":"1837"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9973000288009644,"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":0.9973000288009644,"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/T10136","display_name":"Statistical Methods and Inference","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.9944000244140625,"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/bayesian-probability","display_name":"Bayesian probability","score":0.6680815815925598},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5596160292625427},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5545616149902344},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49776962399482727},{"id":"https://openalex.org/keywords/statistical-hypothesis-testing","display_name":"Statistical hypothesis testing","score":0.4975612461566925},{"id":"https://openalex.org/keywords/random-subspace-method","display_name":"Random subspace method","score":0.48761191964149475},{"id":"https://openalex.org/keywords/null-hypothesis","display_name":"Null hypothesis","score":0.4523424208164215},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4489705264568329},{"id":"https://openalex.org/keywords/bayesian-hierarchical-modeling","display_name":"Bayesian hierarchical modeling","score":0.43539413809776306},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4171791970729828},{"id":"https://openalex.org/keywords/cross-validation","display_name":"Cross-validation","score":0.41298162937164307},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40683895349502563},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.399280846118927},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3548962473869324},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.28282174468040466},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.1591072380542755}],"concepts":[{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.6680815815925598},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5596160292625427},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5545616149902344},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49776962399482727},{"id":"https://openalex.org/C87007009","wikidata":"https://www.wikidata.org/wiki/Q210832","display_name":"Statistical hypothesis testing","level":2,"score":0.4975612461566925},{"id":"https://openalex.org/C106135958","wikidata":"https://www.wikidata.org/wiki/Q7291993","display_name":"Random subspace method","level":3,"score":0.48761191964149475},{"id":"https://openalex.org/C191988596","wikidata":"https://www.wikidata.org/wiki/Q628374","display_name":"Null hypothesis","level":2,"score":0.4523424208164215},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4489705264568329},{"id":"https://openalex.org/C191413810","wikidata":"https://www.wikidata.org/wiki/Q17100952","display_name":"Bayesian hierarchical modeling","level":4,"score":0.43539413809776306},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4171791970729828},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.41298162937164307},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40683895349502563},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.399280846118927},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3548962473869324},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.28282174468040466},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.1591072380542755}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10994-017-5641-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-017-5641-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-017-5641-9.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/s10994-017-5641-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-017-5641-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-017-5641-9.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":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2524126247.pdf","grobid_xml":"https://content.openalex.org/works/W2524126247.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W402407836","https://openalex.org/W1503398984","https://openalex.org/W1536497620","https://openalex.org/W1565746575","https://openalex.org/W1570448133","https://openalex.org/W1880342431","https://openalex.org/W1973682096","https://openalex.org/W1991597792","https://openalex.org/W2064604759","https://openalex.org/W2089763487","https://openalex.org/W2102201073","https://openalex.org/W2120199131","https://openalex.org/W2126443908","https://openalex.org/W2150165381","https://openalex.org/W2165390490","https://openalex.org/W2293040502","https://openalex.org/W2443241466","https://openalex.org/W2577537660","https://openalex.org/W3102221121","https://openalex.org/W3123294050","https://openalex.org/W6630177651","https://openalex.org/W6639334211"],"related_works":["https://openalex.org/W4328114192","https://openalex.org/W2057317509","https://openalex.org/W614321472","https://openalex.org/W2216977548","https://openalex.org/W2991632818","https://openalex.org/W1529069387","https://openalex.org/W2105792028","https://openalex.org/W2299507031","https://openalex.org/W1849121211","https://openalex.org/W1980584819"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2026-05-10T08:33:47.465468","created_date":"2025-10-10T00:00:00"}
