{"id":"https://openalex.org/W1957831838","doi":"https://doi.org/10.1109/cca.2015.7320757","title":"A majority voting classifier with probabilistic guarantees","display_name":"A majority voting classifier with probabilistic guarantees","publication_year":2015,"publication_date":"2015-09-01","ids":{"openalex":"https://openalex.org/W1957831838","doi":"https://doi.org/10.1109/cca.2015.7320757","mag":"1957831838"},"language":"en","primary_location":{"id":"doi:10.1109/cca.2015.7320757","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cca.2015.7320757","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Conference on Control Applications (CCA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7320757&isnumber=7320604","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035756421","display_name":"Giorgio Manganini","orcid":"https://orcid.org/0000-0002-5394-4094"},"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":true,"raw_author_name":"Giorgio Manganini","raw_affiliation_strings":["Dipartimento di Elettronica, Politecnico di Milano, Milano, Italy","Dipartimento di Elettronica, Informazione e Bioingegneria Politecnico di Milano, via Ponzio 34/5, 20133 Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettronica, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Dipartimento di Elettronica, Informazione e Bioingegneria Politecnico di Milano, via Ponzio 34/5, 20133 Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057980054","display_name":"Alessandro Falsone","orcid":"https://orcid.org/0000-0002-2335-1490"},"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":"Alessandro Falsone","raw_affiliation_strings":["Dipartimento di Elettronica, Politecnico di Milano, Milano, Italy","Dipartimento di Elettronica, Informazione e Bioingegneria Politecnico di Milano, via Ponzio 34/5, 20133 Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettronica, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Dipartimento di Elettronica, Informazione e Bioingegneria Politecnico di Milano, via Ponzio 34/5, 20133 Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060251698","display_name":"Maria Prandini","orcid":"https://orcid.org/0000-0001-7443-4117"},"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":"Maria Prandini","raw_affiliation_strings":["Dipartimento di Elettronica, Politecnico di Milano, Milano, Italy","Dipartimento di Elettronica, Informazione e Bioingegneria Politecnico di Milano, via Ponzio 34/5, 20133 Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettronica, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Dipartimento di Elettronica, Informazione e Bioingegneria Politecnico di Milano, via Ponzio 34/5, 20133 Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5035756421"],"corresponding_institution_ids":["https://openalex.org/I93860229"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.03867145,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1084","last_page":"1089"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9951000213623047,"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":0.9951000213623047,"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":0.9902999997138977,"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"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9839000105857849,"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/classifier","display_name":"Classifier (UML)","score":0.8404666185379028},{"id":"https://openalex.org/keywords/probabilistic-classification","display_name":"Probabilistic classification","score":0.8197206258773804},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.7358142733573914},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7164689302444458},{"id":"https://openalex.org/keywords/majority-rule","display_name":"Majority rule","score":0.6673699617385864},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6108924150466919},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5942643284797668},{"id":"https://openalex.org/keywords/margin-classifier","display_name":"Margin classifier","score":0.5311504602432251},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5244343876838684},{"id":"https://openalex.org/keywords/quadratic-classifier","display_name":"Quadratic classifier","score":0.5070650577545166},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.425575852394104},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34898632764816284},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.24176934361457825},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.19670534133911133}],"concepts":[{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.8404666185379028},{"id":"https://openalex.org/C189119545","wikidata":"https://www.wikidata.org/wiki/Q5128022","display_name":"Probabilistic classification","level":4,"score":0.8197206258773804},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.7358142733573914},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7164689302444458},{"id":"https://openalex.org/C153668964","wikidata":"https://www.wikidata.org/wiki/Q27636","display_name":"Majority rule","level":2,"score":0.6673699617385864},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6108924150466919},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5942643284797668},{"id":"https://openalex.org/C173102733","wikidata":"https://www.wikidata.org/wiki/Q6760396","display_name":"Margin classifier","level":3,"score":0.5311504602432251},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5244343876838684},{"id":"https://openalex.org/C52620605","wikidata":"https://www.wikidata.org/wiki/Q7268357","display_name":"Quadratic classifier","level":3,"score":0.5070650577545166},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.425575852394104},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34898632764816284},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.24176934361457825},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.19670534133911133},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cca.2015.7320757","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cca.2015.7320757","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Conference on Control Applications (CCA)","raw_type":"proceedings-article"},{"id":"pmh:oai:re.public.polimi.it:11311/988928","is_oa":true,"landing_page_url":"http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7320757&isnumber=7320604","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:re.public.polimi.it:11311/988928","is_oa":true,"landing_page_url":"http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7320757&isnumber=7320604","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1560724230","https://openalex.org/W1563088657","https://openalex.org/W1564947197","https://openalex.org/W1570448133","https://openalex.org/W1584333058","https://openalex.org/W1671614046","https://openalex.org/W1780185704","https://openalex.org/W1903531865","https://openalex.org/W1999732675","https://openalex.org/W2096352448","https://openalex.org/W2108728249","https://openalex.org/W2115640122","https://openalex.org/W2148603752","https://openalex.org/W2156909104","https://openalex.org/W2170708028","https://openalex.org/W2171265988","https://openalex.org/W2290301376","https://openalex.org/W3120740533","https://openalex.org/W3144619878","https://openalex.org/W4297792526","https://openalex.org/W6677084953","https://openalex.org/W6684997022"],"related_works":["https://openalex.org/W1957831838","https://openalex.org/W4307947749","https://openalex.org/W2063782798","https://openalex.org/W2009506202","https://openalex.org/W2773705778","https://openalex.org/W1548445660","https://openalex.org/W2273564766","https://openalex.org/W1568704199","https://openalex.org/W2120888261","https://openalex.org/W3170893976"],"abstract_inverted_index":{"This":[0],"paper":[1],"deals":[2],"with":[3,104],"supervised":[4],"learning":[5],"for":[6],"classification.":[7],"A":[8],"new":[9],"general":[10],"purpose":[11],"classifier":[12,42,89],"is":[13,37,58,80,90],"proposed":[14,49,86],"that":[15],"builds":[16],"upon":[17],"the":[18,41,48,51,54,70,73,77,85,100],"Guaranteed":[19],"Error":[20],"Machine":[21],"(GEM).":[22],"Standard":[23],"GEM":[24],"can":[25],"be":[26],"tuned":[27],"to":[28],"guarantee":[29],"a":[30,62],"desired":[31],"(small)":[32],"misclassification":[33,78],"probability":[34,79],"and":[35,95,99],"this":[36],"achieved":[38],"by":[39,60],"letting":[40],"return":[43],"an":[44],"unknown":[45,55],"label.":[46],"In":[47],"classifier,":[50],"size":[52],"of":[53,75,84],"classification":[56,107],"region":[57],"reduced":[59],"introducing":[61],"majority":[63,87],"voting":[64,88],"mechanism":[65],"over":[66],"multiple":[67],"GEMs.":[68],"At":[69],"same":[71],"time,":[72],"possibility":[74],"tuning":[76],"retained.":[81],"The":[82],"effectiveness":[83],"shown":[91],"on":[92],"both":[93],"synthetic":[94],"real":[96],"benchmark":[97],"data-sets,":[98],"results":[101],"are":[102],"compared":[103],"other":[105],"well-established":[106],"algorithms.":[108]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
