{"id":"https://openalex.org/W2141625459","doi":"https://doi.org/10.1186/2047-2501-2-7","title":"A comparative study of improvements Pre-filter methods bring on feature selection using microarray data","display_name":"A comparative study of improvements Pre-filter methods bring on feature selection using microarray data","publication_year":2014,"publication_date":"2014-10-16","ids":{"openalex":"https://openalex.org/W2141625459","doi":"https://doi.org/10.1186/2047-2501-2-7","mag":"2141625459","pmid":"https://pubmed.ncbi.nlm.nih.gov/25825671"},"language":"en","primary_location":{"id":"doi:10.1186/2047-2501-2-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/2047-2501-2-7","pdf_url":"https://link.springer.com/content/pdf/10.1186/2047-2501-2-7.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Health Information Science and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1186/2047-2501-2-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100381039","display_name":"Yingying Wang","orcid":"https://orcid.org/0009-0004-2153-2927"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yingying Wang","raw_affiliation_strings":["Research Center for Biomedical Information, Shenzhen Institutes of Advanced Technologies, Chinese Academy of Sciences, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Research Center for Biomedical Information, Shenzhen Institutes of Advanced Technologies, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044447422","display_name":"Xiaomao Fan","orcid":"https://orcid.org/0000-0001-8160-1294"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaomao Fan","raw_affiliation_strings":["Research Center for Biomedical Information, Shenzhen Institutes of Advanced Technologies, Chinese Academy of Sciences, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Research Center for Biomedical Information, Shenzhen Institutes of Advanced Technologies, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090194899","display_name":"Yunpeng Cai","orcid":"https://orcid.org/0000-0001-8797-4243"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunpeng Cai","raw_affiliation_strings":["Research Center for Biomedical Information, Shenzhen Institutes of Advanced Technologies, Chinese Academy of Sciences, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Research Center for Biomedical Information, Shenzhen Institutes of Advanced Technologies, Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100381039"],"corresponding_institution_ids":["https://openalex.org/I4210145761"],"apc_list":{"value":2790,"currency":"EUR","value_usd":3590},"apc_paid":{"value":2790,"currency":"EUR","value_usd":3590},"fwci":0.1423,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.55463863,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"2","issue":"1","first_page":"7","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9998000264167786,"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":0.9998000264167786,"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9929999709129333,"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/T10062","display_name":"MicroRNA in disease regulation","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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/feature-selection","display_name":"Feature selection","score":0.7776898741722107},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.7031705975532532},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.614550769329071},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5532993078231812},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5169057846069336},{"id":"https://openalex.org/keywords/gene-chip-analysis","display_name":"Gene chip analysis","score":0.48101434111595154},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.44450733065605164},{"id":"https://openalex.org/keywords/microarray-analysis-techniques","display_name":"Microarray analysis techniques","score":0.42989397048950195},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4215157926082611},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37977591156959534},{"id":"https://openalex.org/keywords/microarray","display_name":"Microarray","score":0.3632424771785736},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.18249422311782837},{"id":"https://openalex.org/keywords/gene-expression","display_name":"Gene expression","score":0.12896230816841125},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.06864815950393677}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7776898741722107},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.7031705975532532},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.614550769329071},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5532993078231812},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5169057846069336},{"id":"https://openalex.org/C24361400","wikidata":"https://www.wikidata.org/wiki/Q6839217","display_name":"Gene chip analysis","level":5,"score":0.48101434111595154},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.44450733065605164},{"id":"https://openalex.org/C8415881","wikidata":"https://www.wikidata.org/wiki/Q6839217","display_name":"Microarray analysis techniques","level":4,"score":0.42989397048950195},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4215157926082611},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37977591156959534},{"id":"https://openalex.org/C186836561","wikidata":"https://www.wikidata.org/wiki/Q1931516","display_name":"Microarray","level":4,"score":0.3632424771785736},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.18249422311782837},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.12896230816841125},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.06864815950393677},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1186/2047-2501-2-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/2047-2501-2-7","pdf_url":"https://link.springer.com/content/pdf/10.1186/2047-2501-2-7.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Health Information Science and Systems","raw_type":"journal-article"},{"id":"pmid:25825671","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25825671","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":"Health information science and systems","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:4340279","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4340279","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Inf Sci Syst","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/2047-2501-2-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/2047-2501-2-7","pdf_url":"https://link.springer.com/content/pdf/10.1186/2047-2501-2-7.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Health Information Science and Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2981938667","display_name":null,"funder_award_id":"Shenzhen","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3085993365","display_name":null,"funder_award_id":"(Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6198764192","display_name":null,"funder_award_id":"CXB201104220026A","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G678734243","display_name":null,"funder_award_id":"201206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8500173502","display_name":null,"funder_award_id":"ZDSY20120617113021359","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8645829822","display_name":null,"funder_award_id":"11302135","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"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2141625459.pdf","grobid_xml":"https://content.openalex.org/works/W2141625459.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W91108901","https://openalex.org/W145295811","https://openalex.org/W1491070134","https://openalex.org/W1520812622","https://openalex.org/W1906461790","https://openalex.org/W1968272910","https://openalex.org/W1972910464","https://openalex.org/W1982941880","https://openalex.org/W1989277387","https://openalex.org/W1999943920","https://openalex.org/W2006770045","https://openalex.org/W2019942604","https://openalex.org/W2020541351","https://openalex.org/W2023126709","https://openalex.org/W2038569212","https://openalex.org/W2044606553","https://openalex.org/W2047262284","https://openalex.org/W2048296798","https://openalex.org/W2053835153","https://openalex.org/W2066148089","https://openalex.org/W2077212116","https://openalex.org/W2084370397","https://openalex.org/W2088273716","https://openalex.org/W2096410350","https://openalex.org/W2096766502","https://openalex.org/W2098043285","https://openalex.org/W2098550211","https://openalex.org/W2103017472","https://openalex.org/W2104653669","https://openalex.org/W2107953475","https://openalex.org/W2107990955","https://openalex.org/W2109555487","https://openalex.org/W2113957930","https://openalex.org/W2116063398","https://openalex.org/W2118460019","https://openalex.org/W2119387367","https://openalex.org/W2123406596","https://openalex.org/W2127824649","https://openalex.org/W2128863027","https://openalex.org/W2131848047","https://openalex.org/W2132400238","https://openalex.org/W2137317896","https://openalex.org/W2139151957","https://openalex.org/W2144227498","https://openalex.org/W2146408674","https://openalex.org/W2152060143","https://openalex.org/W2157981274","https://openalex.org/W2164511706","https://openalex.org/W2165133998","https://openalex.org/W2170414736","https://openalex.org/W2314259864","https://openalex.org/W4237335579","https://openalex.org/W4242404314"],"related_works":["https://openalex.org/W2345184372","https://openalex.org/W2374344280","https://openalex.org/W2546942002","https://openalex.org/W2767847608","https://openalex.org/W2970216048","https://openalex.org/W2316780152","https://openalex.org/W2385233088","https://openalex.org/W2361788533","https://openalex.org/W2181795981","https://openalex.org/W2305321266"],"abstract_inverted_index":{"With":[0],"similar":[1],"or":[2],"better":[3],"classification":[4],"improvements,":[5],"less":[6],"but":[7],"biological":[8],"significant":[9],"features,":[10],"pre-filter-based":[11],"feature":[12],"selection":[13],"should":[14],"be":[15],"taken":[16],"into":[17],"consideration":[18],"if":[19],"researchers":[20],"need":[21],"fast":[22],"results":[23],"when":[24],"facing":[25],"complex":[26],"computing":[27],"problems":[28],"in":[29],"bioinformatics.":[30]},"counts_by_year":[{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
