{"id":"https://openalex.org/W2747504142","doi":"https://doi.org/10.1145/3107411.3107413","title":"Unsupervised Multi-View Feature Selection for Tumor Subtype Identification","display_name":"Unsupervised Multi-View Feature Selection for Tumor Subtype Identification","publication_year":2017,"publication_date":"2017-08-20","ids":{"openalex":"https://openalex.org/W2747504142","doi":"https://doi.org/10.1145/3107411.3107413","mag":"2747504142"},"language":"en","primary_location":{"id":"doi:10.1145/3107411.3107413","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3107411.3107413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th ACM International Conference on Bioinformatics, Computational Biology,and Health Informatics","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/A5081917471","display_name":"Sultan Imangaliyev","orcid":null},"institutions":[{"id":"https://openalex.org/I911458345","display_name":"Amsterdam UMC Location VUmc","ror":"https://ror.org/00q6h8f30","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I4210151833","https://openalex.org/I911458345"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Sultan Imangaliyev","raw_affiliation_strings":["VU University Medical Center, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"VU University Medical Center, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I911458345"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089120803","display_name":"Evgeni Levin","orcid":"https://orcid.org/0000-0002-0368-6146"},"institutions":[{"id":"https://openalex.org/I2802928900","display_name":"Academic Medical Center","ror":"https://ror.org/03t4gr691","country_code":"NL","type":"funder","lineage":["https://openalex.org/I2802928900","https://openalex.org/I4210151833"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Evgeni Levin","raw_affiliation_strings":["Academic Medical Center, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"Academic Medical Center, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I2802928900"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5081917471"],"corresponding_institution_ids":["https://openalex.org/I911458345"],"apc_list":null,"apc_paid":null,"fwci":0.2127,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.54021727,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"491","last_page":"499"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9995999932289124,"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":0.9995999932289124,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9973999857902527,"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":0.9889000058174133,"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/computer-science","display_name":"Computer science","score":0.7654099464416504},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7348537445068359},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7161303758621216},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6170374751091003},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6078470945358276},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5594785809516907},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5474714040756226},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5102646350860596},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4569126069545746},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4170495867729187}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7654099464416504},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7348537445068359},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7161303758621216},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6170374751091003},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6078470945358276},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5594785809516907},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5474714040756226},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5102646350860596},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4569126069545746},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4170495867729187},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3107411.3107413","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3107411.3107413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th ACM International Conference on Bioinformatics, Computational Biology,and Health Informatics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1607408214","https://openalex.org/W1615249406","https://openalex.org/W1974371672","https://openalex.org/W1987219048","https://openalex.org/W1989654707","https://openalex.org/W1989804008","https://openalex.org/W1992014004","https://openalex.org/W2031875849","https://openalex.org/W2061997283","https://openalex.org/W2082253757","https://openalex.org/W2088987694","https://openalex.org/W2095809779","https://openalex.org/W2097553067","https://openalex.org/W2097645701","https://openalex.org/W2097998348","https://openalex.org/W2099892456","https://openalex.org/W2103383765","https://openalex.org/W2104366126","https://openalex.org/W2128873747","https://openalex.org/W2133348086","https://openalex.org/W2133807576","https://openalex.org/W2134017014","https://openalex.org/W2140676093","https://openalex.org/W2149620660","https://openalex.org/W2151684171","https://openalex.org/W2154415691","https://openalex.org/W2155342973","https://openalex.org/W2158751697","https://openalex.org/W2158933803","https://openalex.org/W2161717556","https://openalex.org/W2165874743","https://openalex.org/W2170376772","https://openalex.org/W2395729379","https://openalex.org/W2950182411","https://openalex.org/W2997591727","https://openalex.org/W2998993395","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W1926736923","https://openalex.org/W2158836806","https://openalex.org/W2393816671","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Existing":[0],"unsupervised":[1],"feature":[2],"selection":[3],"algorithms":[4],"are":[5,28],"designed":[6],"to":[7,41,79,88,136],"extract":[8,81],"the":[9,22,98,107,111,115,123],"most":[10],"relevant":[11,83,146],"subset":[12,84],"of":[13,21,44,85,101,109,117],"features":[14,86],"which":[15,37],"can":[16,58],"facilitate":[17],"clustering":[18,90],"and":[19,62,87],"interpretation":[20],"obtained":[23],"results.":[24],"However,":[25],"these":[26,54],"techniques":[27],"not":[29],"directly":[30],"applicable":[31],"in":[32,36],"many":[33],"real-world":[34],"situations":[35],"one":[38,57],"has":[39],"access":[40],"datasets":[42],"consisting":[43],"multiple":[45],"views":[46,56],"or":[47],"dissimilar":[48],"representations.":[49],"By":[50],"leveraging":[51],"information":[52,131],"from":[53,132],"different":[55,95],"obtain":[59],"more":[60],"robust":[61],"accurate":[63],"results":[64],"compared":[65],"with":[66],"single-view":[67,119],"methods.":[68],"In":[69,97],"this":[70],"paper":[71],"Unsupervised":[72],"Multi-View":[73],"Feature":[74],"Selection":[75],"algorithm":[76,113],"is":[77,92],"used":[78,122],"simultaneously":[80],"a":[82],"perform":[89],"that":[91],"consistent":[93],"across":[94],"views.":[96],"empirical":[99],"evaluation":[100],"synthetic":[102],"multi-view":[103],"data":[104],"we":[105],"demonstrate":[106],"advantage":[108],"using":[110],"proposed":[112],"over":[114],"use":[116],"its":[118],"analogue.":[120],"We":[121],"National":[124],"Cancer":[125],"Institute's":[126],"NCI-60":[127],"panel":[128],"dataset,":[129],"exploiting":[130],"various":[133],"-omics":[134],"representations":[135],"identify":[137],"tumor":[138],"subtypes":[139],"based":[140],"on":[141],"very":[142],"few":[143],"requisite,":[144],"biologically":[145],"features.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}