{"id":"https://openalex.org/W2151893052","doi":"https://doi.org/10.1109/cbms.2010.6042609","title":"Ensembles of classifiers and their aplication to bioinformatics problems","display_name":"Ensembles of classifiers and their aplication to bioinformatics problems","publication_year":2010,"publication_date":"2010-10-01","ids":{"openalex":"https://openalex.org/W2151893052","doi":"https://doi.org/10.1109/cbms.2010.6042609","mag":"2151893052"},"language":"en","primary_location":{"id":"doi:10.1109/cbms.2010.6042609","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms.2010.6042609","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE 23rd International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-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/A5076935774","display_name":"Vasile Palade","orcid":"https://orcid.org/0000-0002-6768-8394"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Vasile Palade","raw_affiliation_strings":["Oxford University Computing Laboratory, University of Oxford, Oxford, UK"],"affiliations":[{"raw_affiliation_string":"Oxford University Computing Laboratory, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5076935774"],"corresponding_institution_ids":["https://openalex.org/I40120149"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13563831,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9235000014305115,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9235000014305115,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7833085656166077},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7491108775138855},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7402169108390808},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6952165961265564},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.4658554196357727},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.4380176365375519},{"id":"https://openalex.org/keywords/structural-bioinformatics","display_name":"Structural bioinformatics","score":0.4204336702823639}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7833085656166077},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7491108775138855},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7402169108390808},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6952165961265564},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.4658554196357727},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.4380176365375519},{"id":"https://openalex.org/C69131567","wikidata":"https://www.wikidata.org/wiki/Q2068215","display_name":"Structural bioinformatics","level":3,"score":0.4204336702823639},{"id":"https://openalex.org/C47701112","wikidata":"https://www.wikidata.org/wiki/Q735188","display_name":"Protein structure","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cbms.2010.6042609","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms.2010.6042609","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 IEEE 23rd International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4099999964237213,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W2368049389","https://openalex.org/W2384861574","https://openalex.org/W4294565801","https://openalex.org/W2170801710","https://openalex.org/W2952704802","https://openalex.org/W2741781807"],"abstract_inverted_index":{"Summary":[0],"form":[1],"only":[2],"given.":[3],"Machine":[4],"Learning":[5],"has":[6],"become":[7],"a":[8,110],"very":[9],"popular":[10],"approach":[11],"in":[12,15,33,61,90,100,104,171,191,229],"addressing":[13],"problems":[14],"the":[16,62,113,131,142,147,150],"Computational":[17],"Biology":[18],"and":[19,36,46,51,67,83,92,115,122,137,144,201,209,214],"Bioinformatics":[20],"area.":[21],"In":[22],"addition,":[23],"multi-classifier":[24,65,70,160],"systems":[25,66],"have":[26],"also":[27,185],"gained":[28],"popularity":[29],"among":[30],"researchers":[31],"working":[32],"machine":[34,87,188],"learning":[35,88,189,197],"applications":[37],"for":[38,72,130,162,206],"their":[39],"ability":[40],"to":[41],"fuse":[42],"together":[43],"multiple":[44],"models":[45],"obtain":[47],"better":[48],"overall":[49],"accuracy":[50],"classification":[52],"results.":[53],"This":[54],"talk":[55,77,96,183],"is":[56],"concerned":[57],"with":[58,109,128,154],"current":[59,84],"issues":[60,103,190],"design":[63],"of":[64,86,107,117,133,146,220],"presents":[68],"some":[69,101],"developments":[71,161],"several":[73,164],"bioinformatics":[74,91,165,232],"problems.":[75,233],"The":[76,95,182,211],"will":[78,97,152,184,216],"first":[79],"present":[80,186],"an":[81],"overview":[82],"status":[85],"methods":[89],"computational":[93,157],"biology.":[94],"then":[98],"bring":[99],"important":[102],"building":[105],"ensembles":[106,219],"classifiers,":[108],"focus":[111],"on":[112,141],"diversity":[114],"combination":[116,123],"individual":[118],"classifiers.":[119],"Few":[120],"diversification":[121],"schemes":[124],"are":[125],"presented":[126,212],"along":[127],"guidelines":[129],"selection":[132,208],"different":[134],"training":[135],"paradigms":[136],"performance":[138,204],"metrics,":[139],"based":[140,159],"properties":[143],"distribution":[145],"data.":[148],"Then,":[149],"presentation":[151],"proceed":[153],"introducing":[155],"our":[156],"intelligence":[158],"solving":[163,230],"problems,":[166],"such":[167,193,195],"as":[168,196,225],"recognizing":[169],"sequences":[170],"DNA":[172],"strings,":[173],"micro-array":[174],"gene":[175],"expression":[176],"data":[177],"analysis,":[178],"protein":[179],"structure":[180],"prediction.":[181],"related":[187],"developing":[192],"systems,":[194],"from":[198],"imbalanced":[199],"datasets":[200],"using":[202],"appropriate":[203],"metrics":[205],"model":[207],"evaluation.":[210],"approaches":[213],"results":[215],"advocate":[217],"that":[218],"classifiers":[221],"can":[222],"be":[223],"used":[224],"effective":[226],"modelling":[227],"tools":[228],"challenging":[231]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
