{"id":"https://openalex.org/W2804656365","doi":"https://doi.org/10.1109/lcsys.2018.2840427","title":"A New Classification Algorithm With Guaranteed Sensitivity and Specificity for Medical Applications","display_name":"A New Classification Algorithm With Guaranteed Sensitivity and Specificity for Medical Applications","publication_year":2018,"publication_date":"2018-05-24","ids":{"openalex":"https://openalex.org/W2804656365","doi":"https://doi.org/10.1109/lcsys.2018.2840427","mag":"2804656365"},"language":"en","primary_location":{"id":"doi:10.1109/lcsys.2018.2840427","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcsys.2018.2840427","pdf_url":null,"source":{"id":"https://openalex.org/S4306422535","display_name":"IEEE Control Systems Letters","issn_l":"2475-1456","issn":["2475-1456"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Control Systems Letters","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/A5041504448","display_name":"Algo Car\u00e8","orcid":"https://orcid.org/0000-0002-5658-8988"},"institutions":[{"id":"https://openalex.org/I79940851","display_name":"University of Brescia","ror":"https://ror.org/02q2d2610","country_code":"IT","type":"education","lineage":["https://openalex.org/I79940851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Algo Care","raw_affiliation_strings":["Dipartimento di ingegneria dell\u2019informazione, Universit\u00e0 di Brescia, Brescia, Italy","Dipartimento di ingegneria dell'informazione, Universit\u00e0 di Brescia, Brescia, Italy"],"raw_orcid":"https://orcid.org/0000-0002-5658-8988","affiliations":[{"raw_affiliation_string":"Dipartimento di ingegneria dell\u2019informazione, Universit\u00e0 di Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I79940851"]},{"raw_affiliation_string":"Dipartimento di ingegneria dell'informazione, Universit\u00e0 di Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I79940851"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039086017","display_name":"Federico Ramponi","orcid":"https://orcid.org/0000-0002-8036-6947"},"institutions":[{"id":"https://openalex.org/I79940851","display_name":"University of Brescia","ror":"https://ror.org/02q2d2610","country_code":"IT","type":"education","lineage":["https://openalex.org/I79940851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federico A. Ramponi","raw_affiliation_strings":["Dipartimento di ingegneria dell\u2019informazione, Universit\u00e0 di Brescia, Brescia, Italy","Dipartimento di ingegneria dell'informazione, Universit\u00e0 di Brescia, Brescia, Italy"],"raw_orcid":"https://orcid.org/0000-0002-8036-6947","affiliations":[{"raw_affiliation_string":"Dipartimento di ingegneria dell\u2019informazione, Universit\u00e0 di Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I79940851"]},{"raw_affiliation_string":"Dipartimento di ingegneria dell'informazione, Universit\u00e0 di Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I79940851"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068752903","display_name":"Marco C. Campi","orcid":"https://orcid.org/0000-0002-5209-3312"},"institutions":[{"id":"https://openalex.org/I79940851","display_name":"University of Brescia","ror":"https://ror.org/02q2d2610","country_code":"IT","type":"education","lineage":["https://openalex.org/I79940851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco C. Campi","raw_affiliation_strings":["Dipartimento di ingegneria dell\u2019informazione, Universit\u00e0 di Brescia, Brescia, Italy","Dipartimento di ingegneria dell'informazione, Universit\u00e0 di Brescia, Brescia, Italy"],"raw_orcid":"https://orcid.org/0000-0002-5209-3312","affiliations":[{"raw_affiliation_string":"Dipartimento di ingegneria dell\u2019informazione, Universit\u00e0 di Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I79940851"]},{"raw_affiliation_string":"Dipartimento di ingegneria dell'informazione, Universit\u00e0 di Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I79940851"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5343,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.91733043,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2","issue":"3","first_page":"393","last_page":"398"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.987500011920929,"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":0.987500011920929,"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/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9811000227928162,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9778000116348267,"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/computer-science","display_name":"Computer science","score":0.6044504642486572},{"id":"https://openalex.org/keywords/conditional-probability","display_name":"Conditional probability","score":0.585885763168335},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5200583338737488},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5135419368743896},{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.486774206161499},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.4723205268383026},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.459640771150589},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42415809631347656},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40116238594055176},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36463305354118347},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25074684619903564},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.17384785413742065},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.15616470575332642},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.08992329239845276}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6044504642486572},{"id":"https://openalex.org/C44492722","wikidata":"https://www.wikidata.org/wiki/Q327069","display_name":"Conditional probability","level":2,"score":0.585885763168335},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5200583338737488},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5135419368743896},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.486774206161499},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.4723205268383026},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.459640771150589},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42415809631347656},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40116238594055176},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36463305354118347},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25074684619903564},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.17384785413742065},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.15616470575332642},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.08992329239845276},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/lcsys.2018.2840427","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcsys.2018.2840427","pdf_url":null,"source":{"id":"https://openalex.org/S4306422535","display_name":"IEEE Control Systems Letters","issn_l":"2475-1456","issn":["2475-1456"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Control Systems Letters","raw_type":"journal-article"},{"id":"pmh:oai:iris.unibs.it:11379/507660","is_oa":false,"landing_page_url":"http://hdl.handle.net/11379/507660","pdf_url":null,"source":{"id":"https://openalex.org/S4306400804","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Brescia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66752286","host_organization_name":"University of Milano-Bicocca","host_organization_lineage":["https://openalex.org/I66752286"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1579369571","https://openalex.org/W1994435782","https://openalex.org/W2041796989","https://openalex.org/W2108728249","https://openalex.org/W2111858874","https://openalex.org/W2142544632","https://openalex.org/W2148143831","https://openalex.org/W2157503095","https://openalex.org/W2164330572","https://openalex.org/W2177752066","https://openalex.org/W2784013885","https://openalex.org/W3151431871","https://openalex.org/W4255308044"],"related_works":["https://openalex.org/W4249377076","https://openalex.org/W4210389441","https://openalex.org/W2395241803","https://openalex.org/W2003211637","https://openalex.org/W2021488205","https://openalex.org/W2604451061","https://openalex.org/W2418110971","https://openalex.org/W4382934300","https://openalex.org/W2121061354","https://openalex.org/W4285388059"],"abstract_inverted_index":{"We":[0,36,187],"propose":[1],"a":[2,33,128,137,174],"novel":[3],"algorithm":[4],"to":[5,51,74,78,87,118,212],"construct":[6],"binary":[7],"classifiers,":[8],"in":[9,72,92,107,111],"the":[10,13,25,30,41,53,59,63,81,93,100,120,155,213],"spirit":[11],"of":[12,24,43,56,62,80,84,95,103,126,135,144,157,165],"recently":[14],"proposed":[15,67],"guaranteed":[16],"error":[17,57,104],"machine":[18],"(GEM)":[19],"but":[20],"with":[21,216],"a-posteriori":[22],"assessment":[23],"\u201csupport\u201d":[26],"instances":[27],"and":[28,86,131,178,215],"without":[29],"need":[31],"for":[32],"ternary":[34],"output.":[35],"provide":[37,188],"rigorous":[38],"guarantees":[39,49],"on":[40,207],"probability":[42,55,125,134],"misclassification;":[44],"differently":[45],"from":[46],"GEM,":[47],"such":[48],"aim":[50],"bound":[52],"conditional":[54,101],"given":[58],"true":[60],"value":[61],"classified":[64],"instance.":[65],"The":[66,147],"classifier":[68],"can":[69],"be":[70],"tuned":[71],"order":[73],"give":[75],"more":[76],"importance":[77],"one":[79],"two":[82],"kinds":[83],"error,":[85],"balance":[88],"their":[89],"ratio":[90],"also":[91],"presence":[94],"unbalanced":[96],"training":[97],"sets.":[98],"Guaranteeing":[99],"probabilities":[102],"is":[105,143,154,170,194],"crucial":[106],"many":[108],"classification":[109,156],"problems,":[110],"particular":[112],"medical":[113,202],"diagnoses,":[114],"where":[115,163,180],"being":[116],"able":[117],"push":[119],"tradeoff":[121],"between":[122],"sensitivity":[123,142],"(conditional":[124,133],"detecting":[127,136],"\u201ctrue":[129,138],"positive\u201d)":[130],"specificity":[132],"negative\u201d)":[139],"toward":[140],"higher":[141],"paramount":[145],"importance.":[146],"application":[148],"that":[149,191,209],"first":[150],"motivated":[151],"our":[152,192],"study":[153],"ventricular":[158],"fibrillation":[159],"(VF)":[160],"into":[161],"cases":[162,179],"restoration":[164],"an":[166],"organized":[167],"electrical":[168],"activity":[169],"achieved":[171],"immediately":[172],"after":[173],"defibrillatory":[175],"shock":[176],"(\u201cpositive\u201d),":[177],"prompt":[181],"resuscitation":[182],"does":[183],"not":[184],"happen":[185],"(\u201cnegative\u201d).":[186],"experimental":[189],"evidence":[190],"approach":[193],"promising":[195],"by":[196],"testing":[197],"it":[198],"against":[199,204],"three":[200],"well-known":[201],"datasets,":[203],"some":[205],"data":[206],"VF":[208],"are":[210],"available":[211],"authors,":[214],"Monte":[217],"Carlo":[218],"simulations.":[219]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
