{"id":"https://openalex.org/W2129512921","doi":"https://doi.org/10.1017/s0269888909990154","title":"Automatic selection of reliability estimates for individual regression predictions","display_name":"Automatic selection of reliability estimates for individual regression predictions","publication_year":2010,"publication_date":"2010-03-01","ids":{"openalex":"https://openalex.org/W2129512921","doi":"https://doi.org/10.1017/s0269888909990154","mag":"2129512921"},"language":"en","primary_location":{"id":"doi:10.1017/s0269888909990154","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0269888909990154","pdf_url":null,"source":{"id":"https://openalex.org/S137506714","display_name":"The Knowledge Engineering Review","issn_l":"0269-8889","issn":["0269-8889","1469-8005"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Knowledge Engineering Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://repozitorij.uni-lj.si/IzpisGradiva.php?id=49289","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045389796","display_name":"Zoran Bosni\u0107","orcid":"https://orcid.org/0000-0003-0501-7146"},"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":true,"raw_author_name":"Zoran Bosni\u0107","raw_affiliation_strings":["University of Ljubljana, Faculty of Computer and Information Science, Tr\u017ea\u0161ka 25, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"University of Ljubljana, Faculty of Computer and Information Science, Tr\u017ea\u0161ka 25, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055260770","display_name":"Igor Kononenko","orcid":"https://orcid.org/0000-0002-1218-2791"},"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":true,"raw_author_name":"Igor Kononenko","raw_affiliation_strings":["University of Ljubljana, Faculty of Computer and Information Science, Tr\u017ea\u0161ka 25, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"University of Ljubljana, Faculty of Computer and Information Science, Tr\u017ea\u0161ka 25, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5045389796","https://openalex.org/A5055260770"],"corresponding_institution_ids":["https://openalex.org/I153976015"],"apc_list":null,"apc_paid":null,"fwci":1.3965,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.85556991,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"25","issue":"1","first_page":"27","last_page":"47"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9969000220298767,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9969000220298767,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.963100016117096,"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":0.9391000270843506,"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/reliability","display_name":"Reliability (semiconductor)","score":0.7881184816360474},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7159762382507324},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5489254593849182},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.5010132789611816},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4746295213699341},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4661966860294342},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4572652280330658},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.44362303614616394},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41630226373672485},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.41510075330734253},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3803217113018036},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.33237117528915405},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13765943050384521}],"concepts":[{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.7881184816360474},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7159762382507324},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5489254593849182},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.5010132789611816},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4746295213699341},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4661966860294342},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4572652280330658},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.44362303614616394},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41630226373672485},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.41510075330734253},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3803217113018036},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.33237117528915405},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13765943050384521},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1017/s0269888909990154","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0269888909990154","pdf_url":null,"source":{"id":"https://openalex.org/S137506714","display_name":"The Knowledge Engineering Review","issn_l":"0269-8889","issn":["0269-8889","1469-8005"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Knowledge Engineering Review","raw_type":"journal-article"},{"id":"pmh:oai:repozitorij.uni-lj.si:IzpisGradiva.php?id=49289","is_oa":true,"landing_page_url":"https://repozitorij.uni-lj.si/IzpisGradiva.php?id=49289","pdf_url":null,"source":{"id":"https://openalex.org/S4377196268","display_name":"Repository of the University of Ljubljana (University of Ljubljana)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I153976015","host_organization_name":"University of Ljubljana","host_organization_lineage":["https://openalex.org/I153976015"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge engineering review, vol. 1, no. 25, pp. 27-47, 2010.","raw_type":"info:eu-repo/semantics/other"}],"best_oa_location":{"id":"pmh:oai:repozitorij.uni-lj.si:IzpisGradiva.php?id=49289","is_oa":true,"landing_page_url":"https://repozitorij.uni-lj.si/IzpisGradiva.php?id=49289","pdf_url":null,"source":{"id":"https://openalex.org/S4377196268","display_name":"Repository of the University of Ljubljana (University of Ljubljana)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I153976015","host_organization_name":"University of Ljubljana","host_organization_lineage":["https://openalex.org/I153976015"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge engineering review, vol. 1, no. 25, pp. 27-47, 2010.","raw_type":"info:eu-repo/semantics/other"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":95,"referenced_works":["https://openalex.org/W8722571","https://openalex.org/W145683767","https://openalex.org/W176885573","https://openalex.org/W178592443","https://openalex.org/W603809537","https://openalex.org/W783126687","https://openalex.org/W854716177","https://openalex.org/W1528664985","https://openalex.org/W1539739406","https://openalex.org/W1556631438","https://openalex.org/W1558866804","https://openalex.org/W1563088657","https://openalex.org/W1574877594","https://openalex.org/W1580791986","https://openalex.org/W1594031697","https://openalex.org/W1638203394","https://openalex.org/W1661212201","https://openalex.org/W1756896031","https://openalex.org/W1944524590","https://openalex.org/W1964357740","https://openalex.org/W1984879178","https://openalex.org/W1988790447","https://openalex.org/W1994530392","https://openalex.org/W1998523455","https://openalex.org/W2000119679","https://openalex.org/W2003362677","https://openalex.org/W2024161327","https://openalex.org/W2035174176","https://openalex.org/W2048679005","https://openalex.org/W2063348290","https://openalex.org/W2098154993","https://openalex.org/W2106909612","https://openalex.org/W2110150704","https://openalex.org/W2113896236","https://openalex.org/W2114537044","https://openalex.org/W2115299933","https://openalex.org/W2118277375","https://openalex.org/W2122183194","https://openalex.org/W2129905273","https://openalex.org/W2130091284","https://openalex.org/W2130764285","https://openalex.org/W2133506609","https://openalex.org/W2140535827","https://openalex.org/W2141919030","https://openalex.org/W2142334564","https://openalex.org/W2145680191","https://openalex.org/W2151710526","https://openalex.org/W2151924253","https://openalex.org/W2153635508","https://openalex.org/W2154642048","https://openalex.org/W2156909104","https://openalex.org/W2159050154","https://openalex.org/W2167804690","https://openalex.org/W2168475168","https://openalex.org/W2294568628","https://openalex.org/W2330820318","https://openalex.org/W2346626577","https://openalex.org/W2503751952","https://openalex.org/W2766736793","https://openalex.org/W2767905780","https://openalex.org/W2797583072","https://openalex.org/W2911964244","https://openalex.org/W2912934387","https://openalex.org/W2913340405","https://openalex.org/W2914746235","https://openalex.org/W2949071206","https://openalex.org/W2964057329","https://openalex.org/W3003623942","https://openalex.org/W3014310718","https://openalex.org/W3085162807","https://openalex.org/W3112717819","https://openalex.org/W3120421331","https://openalex.org/W3120740533","https://openalex.org/W3144062527","https://openalex.org/W3145833018","https://openalex.org/W4205431832","https://openalex.org/W4210371119","https://openalex.org/W4212774754","https://openalex.org/W4212883601","https://openalex.org/W4233014035","https://openalex.org/W4238717354","https://openalex.org/W4249303080","https://openalex.org/W4250675259","https://openalex.org/W4285719527","https://openalex.org/W4298870098","https://openalex.org/W6607029770","https://openalex.org/W6623736368","https://openalex.org/W6636830390","https://openalex.org/W6637875599","https://openalex.org/W6641163509","https://openalex.org/W6679517787","https://openalex.org/W6679751156","https://openalex.org/W7029687318","https://openalex.org/W7034108470","https://openalex.org/W7038559547"],"related_works":["https://openalex.org/W2375721435","https://openalex.org/W2738033194","https://openalex.org/W2062105804","https://openalex.org/W4290879003","https://openalex.org/W3122861356","https://openalex.org/W2018697919","https://openalex.org/W247449116","https://openalex.org/W1555242842","https://openalex.org/W2966251753","https://openalex.org/W1998878505"],"abstract_inverted_index":{"Abstract":[0],"In":[1,87,177],"machine":[2],"learning":[3],"and":[4,32,56,81,98,100,117,124],"its":[5,194],"risk-sensitive":[6],"applications":[7],"(e.g.":[8,42],"medicine,":[9],"engineering,":[10],"business),":[11],"the":[12,22,29,36,50,64,71,77,83,88,109,120,125,138,146,149,159,170,179,183,191],"reliability":[13,67,143,151,164],"estimates":[14,68,144,165],"for":[15,105,113,193],"individual":[16,23,66,150],"predictions":[17],"provide":[18],"more":[19,55],"information":[20],"about":[21],"prediction":[24,171],"error":[25,172],"(the":[26],"difference":[27],"between":[28,54],"true":[30],"label":[31],"regression":[33,79,118],"prediction)":[34],"than":[35],"average":[37],"accuracy":[38],"of":[39,63,108,131,140,148,175,182],"predictive":[40],"model":[41,80],"relative":[43],"mean":[44],"squared":[45],"error).":[46],"Furthermore,":[47],"they":[48],"enable":[49],"users":[51],"to":[52,145],"distinguish":[53],"less":[57],"reliable":[58],"predictions.":[59],"The":[60,128,153],"empirical":[61],"evaluations":[62],"existing":[65],"revealed":[69],"that":[70,94],"successful":[72],"estimates\u2019":[73],"performance":[74,139,147],"depends":[75],"on":[76,82,93,186],"used":[78],"particular":[84],"problem":[85,95],"domain.":[86],"current":[89],"paper,":[90],"we":[91],"focus":[92],"as":[96],"such":[97],"propose":[99],"empirically":[101],"evaluate":[102],"two":[103],"approaches":[104,133],"automatic":[106],"selection":[107],"most":[110],"appropriate":[111],"estimate":[112],"a":[114,187],"given":[115],"domain":[116,189],"model:":[119],"internal":[121,160],"cross-validation":[122,161],"approach":[123],"meta-learning":[126],"approach.":[127],"testing":[129,181],"results":[130,155],"both":[132],"demonstrated":[134,190],"an":[135],"advantage":[136],"in":[137,173,196],"dynamically":[141],"chosen":[142],"estimates.":[152],"best":[154],"were":[156],"achieved":[157],"using":[158],"procedure,":[162],"where":[163],"significantly":[166],"positively":[167],"correlated":[168],"with":[169],"73%":[174],"experiments.":[176],"addition,":[178],"preliminary":[180],"proposed":[184],"methodology":[185],"medical":[188],"potential":[192],"usage":[195],"practice.":[197]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}