{"id":"https://openalex.org/W1526574400","doi":"https://doi.org/10.1007/11871842_72","title":"Evaluating Feature Selection for SVMs in High Dimensions","display_name":"Evaluating Feature Selection for SVMs in High Dimensions","publication_year":2006,"publication_date":"2006-01-01","ids":{"openalex":"https://openalex.org/W1526574400","doi":"https://doi.org/10.1007/11871842_72","mag":"1526574400"},"language":"en","primary_location":{"id":"doi:10.1007/11871842_72","is_oa":true,"landing_page_url":"https://doi.org/10.1007/11871842_72","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F11871842_72.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007%2F11871842_72.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086824643","display_name":"Roland Nilsson","orcid":"https://orcid.org/0000-0002-6020-7498"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Roland Nilsson","raw_affiliation_strings":["IFM Computational Biology, Link\u00f6ping University, SE58183, Link\u00f6ping, Sweden"],"affiliations":[{"raw_affiliation_string":"IFM Computational Biology, Link\u00f6ping University, SE58183, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087993757","display_name":"Jos\u00e9 M. Pe\u00f1a","orcid":"https://orcid.org/0000-0003-4592-3792"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 M. Pe\u00f1a","raw_affiliation_strings":["IFM Computational Biology, Link\u00f6ping University, SE58183, Link\u00f6ping, Sweden"],"affiliations":[{"raw_affiliation_string":"IFM Computational Biology, Link\u00f6ping University, SE58183, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067811406","display_name":"Johan Bj\u00f6rkegren","orcid":"https://orcid.org/0000-0003-1945-7425"},"institutions":[{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Johan Bj\u00f6rkegren","raw_affiliation_strings":["Gustav V Research Institute, Karolinska Institute, SE17177, Stockholm, Sweden"],"affiliations":[{"raw_affiliation_string":"Gustav V Research Institute, Karolinska Institute, SE17177, Stockholm, Sweden","institution_ids":["https://openalex.org/I28166907"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035252549","display_name":"Jesper Tegn\u00e9r","orcid":"https://orcid.org/0000-0002-9568-5588"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Jesper Tegn\u00e9r","raw_affiliation_strings":["IFM Computational Biology, Link\u00f6ping University, SE58183, Link\u00f6ping, Sweden"],"affiliations":[{"raw_affiliation_string":"IFM Computational Biology, Link\u00f6ping University, SE58183, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5086824643"],"corresponding_institution_ids":["https://openalex.org/I102134673"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":5.5254,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.95408744,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"719","last_page":"726"},"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":0.9975000023841858,"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/T10057","display_name":"Face and Expression Recognition","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8656226992607117},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.8107625246047974},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7666373252868652},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5776495933532715},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5539090037345886},{"id":"https://openalex.org/keywords/high-dimensional","display_name":"High dimensional","score":0.5361601710319519},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5264090895652771},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5084997415542603},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4871525466442108},{"id":"https://openalex.org/keywords/clustering-high-dimensional-data","display_name":"Clustering high-dimensional data","score":0.4681679904460907},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4281652271747589},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40367797017097473},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.09592604637145996}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8656226992607117},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.8107625246047974},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7666373252868652},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5776495933532715},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5539090037345886},{"id":"https://openalex.org/C3019722297","wikidata":"https://www.wikidata.org/wiki/Q4440864","display_name":"High dimensional","level":2,"score":0.5361601710319519},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5264090895652771},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5084997415542603},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4871525466442108},{"id":"https://openalex.org/C184509293","wikidata":"https://www.wikidata.org/wiki/Q5136711","display_name":"Clustering high-dimensional data","level":3,"score":0.4681679904460907},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4281652271747589},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40367797017097473},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.09592604637145996},{"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:10.1007/11871842_72","is_oa":true,"landing_page_url":"https://doi.org/10.1007/11871842_72","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F11871842_72.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/11871842_72","is_oa":true,"landing_page_url":"https://doi.org/10.1007/11871842_72","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F11871842_72.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322225","display_name":"Link\u00f6pings Universitet","ror":"https://ror.org/05ynxx418"},{"id":"https://openalex.org/F4320322581","display_name":"Vetenskapsr\u00e5det","ror":"https://ror.org/03zttf063"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1526574400.pdf","grobid_xml":"https://content.openalex.org/works/W1526574400.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W149574399","https://openalex.org/W155899715","https://openalex.org/W1564947197","https://openalex.org/W1680014149","https://openalex.org/W1995024423","https://openalex.org/W2017337590","https://openalex.org/W2077930846","https://openalex.org/W2107956883","https://openalex.org/W2109363337","https://openalex.org/W2115358726","https://openalex.org/W2119479037","https://openalex.org/W2119821739","https://openalex.org/W2124225314","https://openalex.org/W2140586694","https://openalex.org/W2143426320","https://openalex.org/W2143628522","https://openalex.org/W2148603752","https://openalex.org/W2153631847","https://openalex.org/W2158001550","https://openalex.org/W2159400887","https://openalex.org/W2167277498","https://openalex.org/W3125904670","https://openalex.org/W4251871045","https://openalex.org/W4252956849","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4324092386","https://openalex.org/W4294362052","https://openalex.org/W1571495475","https://openalex.org/W3117541208","https://openalex.org/W4390401451","https://openalex.org/W4200276825","https://openalex.org/W4387870091","https://openalex.org/W4240952229","https://openalex.org/W4249305026","https://openalex.org/W2145057176"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":4},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
