{"id":"https://openalex.org/W2304100028","doi":"https://doi.org/10.1515/amcs-2016-0013","title":"Using the one\u2013versus\u2013rest strategy with samples balancing to improve pairwise coupling classification","display_name":"Using the one\u2013versus\u2013rest strategy with samples balancing to improve pairwise coupling classification","publication_year":2016,"publication_date":"2016-03-01","ids":{"openalex":"https://openalex.org/W2304100028","doi":"https://doi.org/10.1515/amcs-2016-0013","mag":"2304100028"},"language":"en","primary_location":{"id":"doi:10.1515/amcs-2016-0013","is_oa":true,"landing_page_url":"https://doi.org/10.1515/amcs-2016-0013","pdf_url":"https://content.sciendo.com/downloadpdf/journals/amcs/26/1/article-p191.pdf","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://content.sciendo.com/downloadpdf/journals/amcs/26/1/article-p191.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091268514","display_name":"Wies\u0142aw Chmielnicki","orcid":null},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Wies\u0142aw Chmielnicki","raw_affiliation_strings":["Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, ul. prof. Stanis\u0142awa Lojasiewicza 11, 30-348 Krak\u00f3w, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, ul. prof. Stanis\u0142awa Lojasiewicza 11, 30-348 Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I126596746"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045740283","display_name":"Katarzyna St\u0105por","orcid":"https://orcid.org/0000-0003-3003-6592"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]},{"id":"https://openalex.org/I4210087266","display_name":"Institute of Computer Science","ror":"https://ror.org/003fvp964","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210087266","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Katarzyna St\u0105por","raw_affiliation_strings":["Institute of Computer Science, Silesian University of Technology, ul. Akademicka 16, 44-100 Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, Silesian University of Technology, ul. Akademicka 16, 44-100 Gliwice, Poland","institution_ids":["https://openalex.org/I119004910","https://openalex.org/I4210087266"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":4080,"currency":"PLN","value_usd":1100},"apc_paid":{"value":4080,"currency":"PLN","value_usd":1100},"fwci":3.884,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.94036177,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"26","issue":"1","first_page":"191","last_page":"201"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9922999739646912,"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/T11871","display_name":"Advanced Statistical Methods and Models","score":0.9915000200271606,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.9358410835266113},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6386682391166687},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.584818422794342},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.573616623878479},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.5552729964256287},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5347349643707275},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5080249309539795},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.4620048701763153},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45776891708374023},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.45028454065322876},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4377439320087433},{"id":"https://openalex.org/keywords/majority-rule","display_name":"Majority rule","score":0.43133223056793213},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4196995198726654},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.19880032539367676}],"concepts":[{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.9358410835266113},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6386682391166687},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.584818422794342},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.573616623878479},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.5552729964256287},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5347349643707275},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5080249309539795},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.4620048701763153},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45776891708374023},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.45028454065322876},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4377439320087433},{"id":"https://openalex.org/C153668964","wikidata":"https://www.wikidata.org/wiki/Q27636","display_name":"Majority rule","level":2,"score":0.43133223056793213},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4196995198726654},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.19880032539367676},{"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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1515/amcs-2016-0013","is_oa":true,"landing_page_url":"https://doi.org/10.1515/amcs-2016-0013","pdf_url":"https://content.sciendo.com/downloadpdf/journals/amcs/26/1/article-p191.pdf","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9ef63c31df494abda9eb32b83b179f7d","is_oa":true,"landing_page_url":"https://doaj.org/article/9ef63c31df494abda9eb32b83b179f7d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Applied Mathematics and Computer Science, Vol 26, Iss 1, Pp 191-201 (2016)","raw_type":"article"},{"id":"pmh:oai:ruj.uj.edu.pl:item/28494","is_oa":true,"landing_page_url":"https://www.amcs.uz.zgora.pl/?action=paper&paper=884","pdf_url":null,"source":{"id":"https://openalex.org/S4306400316","display_name":"Homo Politicus (Academy of Humanities and Economics in Lodz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"artyku\u0142 w czasopi\u015bmie"}],"best_oa_location":{"id":"doi:10.1515/amcs-2016-0013","is_oa":true,"landing_page_url":"https://doi.org/10.1515/amcs-2016-0013","pdf_url":"https://content.sciendo.com/downloadpdf/journals/amcs/26/1/article-p191.pdf","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2304100028.pdf","grobid_xml":"https://content.openalex.org/works/W2304100028.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W157004308","https://openalex.org/W173684862","https://openalex.org/W1541886376","https://openalex.org/W1565746575","https://openalex.org/W1588401315","https://openalex.org/W1644161759","https://openalex.org/W1676820704","https://openalex.org/W1794117957","https://openalex.org/W1966748751","https://openalex.org/W1992392048","https://openalex.org/W2000950277","https://openalex.org/W2013885903","https://openalex.org/W2014610539","https://openalex.org/W2015776218","https://openalex.org/W2019575783","https://openalex.org/W2040672759","https://openalex.org/W2063867591","https://openalex.org/W2078028607","https://openalex.org/W2088809898","https://openalex.org/W2103342147","https://openalex.org/W2104167780","https://openalex.org/W2109109045","https://openalex.org/W2118978333","https://openalex.org/W2146194630","https://openalex.org/W2148143831","https://openalex.org/W2148972769","https://openalex.org/W2153635508","https://openalex.org/W2156909104","https://openalex.org/W2157239837","https://openalex.org/W2167139585","https://openalex.org/W2167277498","https://openalex.org/W2325343629","https://openalex.org/W2912934387","https://openalex.org/W3120421331","https://openalex.org/W3120740533","https://openalex.org/W3123294050","https://openalex.org/W3163638146","https://openalex.org/W4233241626","https://openalex.org/W4252684946","https://openalex.org/W4285719527","https://openalex.org/W4299503428"],"related_works":["https://openalex.org/W3121841074","https://openalex.org/W2055572829","https://openalex.org/W3036613766","https://openalex.org/W1504603554","https://openalex.org/W1894159578","https://openalex.org/W2807400035","https://openalex.org/W3089647251","https://openalex.org/W4297796115","https://openalex.org/W3125086856","https://openalex.org/W3024801493"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"simplest":[2],"classification":[3,42],"task":[4,36],"is":[5,59,67,90,141,146],"to":[6,68,133,153,157,187],"divide":[7],"a":[8,35,38,87,98],"set":[9,39],"of":[10,17,32,40,61,72,135,192],"objects":[11,80,160],"into":[12,37],"two":[13,45,137],"classes,":[14],"but":[15,179],"most":[16],"the":[18,49,62,75,109,113,117,136,159,166,190],"problems":[19,43],"we":[20],"find":[21],"in":[22,97,148,189],"real":[23],"life":[24],"applications":[25],"are":[26,29,81,184],"multi-class.":[27],"There":[28],"many":[30],"methods":[31],"decomposing":[33],"such":[34],"smaller":[41],"involving":[44],"classes":[46,73,138],"only.":[47],"Among":[48],"methods,":[50],"pairwise":[51,93,110,167],"coupling":[52],"proposed":[53,173],"by":[54,165,174],"Hastie":[55],"and":[56,86,176],"Tibshirani":[57],"(1998)":[58],"one":[60,134],"best":[63],"known.":[64],"Its":[65],"principle":[66],"separate":[69],"each":[70,125],"pair":[71],"ignoring":[74],"remaining":[76],"ones.":[77],"Then":[78],"all":[79,103],"tested":[82],"against":[83],"these":[84],"classifiers":[85,156,182],"voting":[88],"scheme":[89],"applied":[91],"using":[92],"class":[94],"probability":[95,100],"estimates":[96],"joint":[99],"estimate":[101],"for":[102,124],"classes.":[104,195],"A":[105,169],"closer":[106],"look":[107],"at":[108],"strategy":[111],"shows":[112],"problem":[114,145],"which":[115,139,161,183],"impacts":[116],"final":[118],"result.":[119],"Each":[120],"binary":[121],"classifier":[122],"votes":[123],"object":[126],"even":[127],"if":[128],"it":[129,140],"does":[130],"not":[131],"belong":[132],"trained":[142],"on.":[143],"This":[144],"addressed":[147],"our":[149],"strategy.":[150],"We":[151],"propose":[152],"use":[154,181],"additional":[155],"select":[158],"will":[162],"be":[163],"considered":[164],"classifiers.":[168],"similar":[170],"solution":[171],"was":[172],"Moreira":[175],"Mayoraz":[177],"(1998),":[178],"they":[180],"biased":[185],"according":[186],"imbalance":[188],"number":[191],"samples":[193],"representing":[194]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-08-29T07:29:34.045763","created_date":"2016-06-24T00:00:00"}