{"id":"https://openalex.org/W3012664382","doi":"https://doi.org/10.1186/s12859-020-3388-y","title":"ECFS-DEA: an ensemble classifier-based feature selection for differential expression analysis on expression profiles","display_name":"ECFS-DEA: an ensemble classifier-based feature selection for differential expression analysis on expression profiles","publication_year":2020,"publication_date":"2020-02-05","ids":{"openalex":"https://openalex.org/W3012664382","doi":"https://doi.org/10.1186/s12859-020-3388-y","mag":"3012664382","pmid":"https://pubmed.ncbi.nlm.nih.gov/32024464"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-020-3388-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-020-3388-y","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-020-3388-y.pdf","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-020-3388-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054894664","display_name":"Xudong Zhao","orcid":"https://orcid.org/0000-0003-2272-6278"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xudong Zhao","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101809092","display_name":"Qing Jiao","orcid":"https://orcid.org/0000-0001-5738-5720"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Jiao","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002510517","display_name":"Hangyu Li","orcid":"https://orcid.org/0000-0001-8285-2028"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hangyu Li","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101490743","display_name":"Yiming Wu","orcid":"https://orcid.org/0000-0002-9866-669X"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Wu","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015460343","display_name":"Hanxu Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanxu Wang","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060827255","display_name":"Shan Huang","orcid":"https://orcid.org/0000-0002-5055-1308"},"institutions":[{"id":"https://openalex.org/I156144747","display_name":"Harbin Medical University","ror":"https://ror.org/05jscf583","country_code":"CN","type":"education","lineage":["https://openalex.org/I156144747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan Huang","raw_affiliation_strings":["Department of Neurology, The 2nd Affiliated Hospital of Harbin Medical University, No. 246 Xuefu Road, Harbin, 150086, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, The 2nd Affiliated Hospital of Harbin Medical University, No. 246 Xuefu Road, Harbin, 150086, China","institution_ids":["https://openalex.org/I156144747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100649978","display_name":"Guohua Wang","orcid":"https://orcid.org/0000-0001-7381-2374"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guohua Wang","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China. ghwang@nefu.edu.cn","State Key Laboratory of Tree Genetics and Breeding, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China. ghwang@nefu.edu.cn","State Key Laboratory of Tree Genetics and Breeding, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China. ghwang@nefu.edu.cn","institution_ids":["https://openalex.org/I47689461"]},{"raw_affiliation_string":"State Key Laboratory of Tree Genetics and Breeding, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China. ghwang@nefu.edu.cn","institution_ids":["https://openalex.org/I47689461"]},{"raw_affiliation_string":"State Key Laboratory of Tree Genetics and Breeding, Northeast Forestry University, No.26 Hexing Road, Harbin, 150040, China","institution_ids":["https://openalex.org/I47689461"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100649978"],"corresponding_institution_ids":["https://openalex.org/I47689461"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":5.0696,"has_fulltext":true,"cited_by_count":68,"citation_normalized_percentile":{"value":0.96754735,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"21","issue":"1","first_page":"43","last_page":"43"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.5152999758720398,"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/T10885","display_name":"Gene expression and cancer classification","score":0.5152999758720398,"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"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.053199999034404755,"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/T10519","display_name":"Advanced Proteomics Techniques and Applications","score":0.03720000013709068,"subfield":{"id":"https://openalex.org/subfields/1607","display_name":"Spectroscopy"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7683139443397522},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6463834643363953},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5864930152893066},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.53753262758255},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5180776119232178},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5172439217567444},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4921964704990387},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4873667359352112},{"id":"https://openalex.org/keywords/expression","display_name":"Expression (computer science)","score":0.4334394633769989},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3462619185447693}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7683139443397522},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6463834643363953},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5864930152893066},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.53753262758255},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5180776119232178},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5172439217567444},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4921964704990387},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4873667359352112},{"id":"https://openalex.org/C90559484","wikidata":"https://www.wikidata.org/wiki/Q778379","display_name":"Expression (computer science)","level":2,"score":0.4334394633769989},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3462619185447693},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12859-020-3388-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-020-3388-y","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-020-3388-y.pdf","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:32024464","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32024464","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:095a6902a2c0413a8c1f0cccf55099a0","is_oa":true,"landing_page_url":"https://doaj.org/article/095a6902a2c0413a8c1f0cccf55099a0","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":"BMC Bioinformatics, Vol 21, Iss 1, Pp 1-14 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7003361","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7003361","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12859-020-3388-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-020-3388-y","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-020-3388-y.pdf","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7099999785423279,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[{"id":"https://openalex.org/G1718157923","display_name":null,"funder_award_id":"2018T110302","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G1896700244","display_name":null,"funder_award_id":"2572018BH01","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2264365526","display_name":null,"funder_award_id":"2019A04","funder_id":"https://openalex.org/F4320321620","funder_display_name":"Northeast Forestry University"},{"id":"https://openalex.org/G4963918225","display_name":null,"funder_award_id":"2019A04","funder_id":"https://openalex.org/F4320336861","funder_display_name":"State Key Laboratory of Tree Genetics and Breeding, Chinese Academy of Forestry"},{"id":"https://openalex.org/G5259564614","display_name":"\u7ed3\u5408\u7532\u57fa\u5316DNA\u7684\u8f6c\u5f55\u56e0\u5b50\u8bc6\u522b\u53ca\u5176\u8c03\u63a7\u529f\u80fd\u7814\u7a76","funder_award_id":"61771165","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6205191721","display_name":null,"funder_award_id":"2014M551246","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G882754897","display_name":null,"funder_award_id":"2014M551246","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320321620","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320336861","display_name":"State Key Laboratory of Tree Genetics and Breeding, Chinese Academy of Forestry","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1973969044","https://openalex.org/W2030990710","https://openalex.org/W2049387903","https://openalex.org/W2056649800","https://openalex.org/W2062353821","https://openalex.org/W2120824812","https://openalex.org/W2138690306","https://openalex.org/W2146512944","https://openalex.org/W2159659581","https://openalex.org/W2580767461","https://openalex.org/W2728595591","https://openalex.org/W2737403359","https://openalex.org/W2756016415","https://openalex.org/W2789316776","https://openalex.org/W2896636431","https://openalex.org/W2900694973","https://openalex.org/W2910171145","https://openalex.org/W2911964244","https://openalex.org/W2914284561","https://openalex.org/W2915426440","https://openalex.org/W2935212459","https://openalex.org/W2947612926","https://openalex.org/W2949453554","https://openalex.org/W2953976443","https://openalex.org/W2955309251","https://openalex.org/W2969993699","https://openalex.org/W2972223935","https://openalex.org/W2979937512","https://openalex.org/W2982608875","https://openalex.org/W2989888510","https://openalex.org/W2989977616","https://openalex.org/W2994989159","https://openalex.org/W4206080774"],"related_works":["https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3193043704","https://openalex.org/W4388745254","https://openalex.org/W2889302474","https://openalex.org/W2980082554","https://openalex.org/W2767419625","https://openalex.org/W2389704471","https://openalex.org/W1517228774","https://openalex.org/W2117019857"],"abstract_inverted_index":{"BACKGROUND:":[0],"Various":[1],"methods":[2],"for":[3,62,72,93,102,140,196,211],"differential":[4,94,212],"expression":[5,95,98,213,216],"analysis":[6,96,214],"have":[7],"been":[8],"widely":[9],"used":[10],"to":[11,116,134,188],"identify":[12],"features":[13],"which":[14,32,131,171],"best":[15],"distinguish":[16],"between":[17],"different":[18,73,121,197],"categories":[19],"of":[20,31,36,52,64,75,82,120,142,149,170,177,209],"samples.":[21,76],"Multiple":[22],"hypothesis":[23,41],"testing":[24,42],"may":[25,33,69],"leave":[26],"out":[27],"explanatory":[28],"features,":[29],"each":[30],"be":[34,70],"composed":[35],"individually":[37],"insignificant":[38],"variables.":[39],"Multivariate":[40],"holds":[43],"a":[44,59,89,110,128,150,156],"non-mainstream":[45],"position,":[46],"considering":[47],"the":[48,80,105,118,175,178,207],"large":[49],"computation":[50],"overhead":[51],"large-scale":[53],"matrix":[54],"operation.":[55],"Random":[56],"forest":[57],"provides":[58],"classification":[60],"strategy":[61],"calculation":[63,141],"variable":[65,143],"importance.":[66,144],"However,":[67],"it":[68],"unsuitable":[71],"distributions":[74],"RESULTS:":[77],"Based":[78],"on":[79,97,152,201,215],"thought":[81],"using":[83,161],"an":[84,146],"ensemble":[85,185],"classifier,":[86],"we":[87],"develop":[88],"feature":[90,151],"selection":[91,119,148,183],"tool":[92],"profiles":[99],"(i.e.,":[100],"ECFS-DEA":[101,210],"short).":[103],"Considering":[104],"differences":[106],"in":[107],"sample":[108,198],"distribution,":[109],"graphical":[111],"user":[112],"interface":[113],"is":[114,132,138,159,166,194,220],"designed":[115],"allow":[117],"base":[122,136],"classifiers.":[123],"Inspired":[124],"by":[125],"random":[126],"forest,":[127],"common":[129],"measure":[130],"applicable":[133,195],"any":[135],"classifier":[137],"proposed":[139],"After":[145],"interactive":[147],"sorted":[153],"individual":[154],"variables,":[155],"projection":[157],"heatmap":[158],"presented":[160],"k-means":[162],"clustering.":[163],"ROC":[164],"curve":[165],"also":[167],"provided,":[168],"both":[169],"can":[172],"intuitively":[173],"demonstrate":[174,206],"effectiveness":[176,208],"selected":[179],"feature.":[180],"CONCLUSIONS:":[181],"Feature":[182],"through":[184],"classifiers":[186],"helps":[187],"select":[189],"important":[190],"variables":[191],"and":[192,203],"thus":[193],"distributions.":[199],"Experiments":[200],"simulation":[202],"realistic":[204],"data":[205],"profiles.":[217],"The":[218],"software":[219],"available":[221],"at":[222],"http://bio-nefu.com/resource/ecfs-dea.":[223]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":34},{"year":2020,"cited_by_count":23}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
