{"id":"https://openalex.org/W184951370","doi":"https://doi.org/10.1007/978-3-642-34713-9_7","title":"A New Feature Selection Method Based on Stability Theory \u2013 Exploring Parameters Space to Evaluate Classification Accuracy in Neuroimaging Data","display_name":"A New Feature Selection Method Based on Stability Theory \u2013 Exploring Parameters Space to Evaluate Classification Accuracy in Neuroimaging Data","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W184951370","doi":"https://doi.org/10.1007/978-3-642-34713-9_7","mag":"184951370"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-642-34713-9_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-34713-9_7","pdf_url":null,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008037947","display_name":"Jane Maryam Rondina","orcid":"https://orcid.org/0000-0003-3548-014X"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]},{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I165524941","display_name":"Wellcome Centre for Human Neuroimaging","ror":"https://ror.org/02704qw51","country_code":"GB","type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I165524941","https://openalex.org/I45129253","https://openalex.org/I87048295"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Jane M. Rondina","raw_affiliation_strings":["Centre for for Neuroimaging Sciences, Institute of Psychiatry, King\u2019s College London, UK","Department of Computer Science, Centre for Computational Statistics and Machine Learning, University College London, UK","Centre for for Neuroimaging Sciences, Institute of Psychiatry, King's College London, UK"],"affiliations":[{"raw_affiliation_string":"Centre for for Neuroimaging Sciences, Institute of Psychiatry, King\u2019s College London, UK","institution_ids":["https://openalex.org/I165524941"]},{"raw_affiliation_string":"Department of Computer Science, Centre for Computational Statistics and Machine Learning, University College London, UK","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Centre for for Neuroimaging Sciences, Institute of Psychiatry, King's College London, UK","institution_ids":["https://openalex.org/I165524941","https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047980012","display_name":"John Shawe\u2010Taylor","orcid":"https://orcid.org/0000-0002-2030-0073"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John Shawe-Taylor","raw_affiliation_strings":["Department of Computer Science, Centre for Computational Statistics and Machine Learning, University College London, UK"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Centre for Computational Statistics and Machine Learning, University College London, UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036416110","display_name":"Jana\u0131\u0301na Mour\u00e3o-Miranda","orcid":"https://orcid.org/0000-0002-3309-8441"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]},{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I165524941","display_name":"Wellcome Centre for Human Neuroimaging","ror":"https://ror.org/02704qw51","country_code":"GB","type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I165524941","https://openalex.org/I45129253","https://openalex.org/I87048295"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Janaina Mour\u00e3o-Miranda","raw_affiliation_strings":["Centre for for Neuroimaging Sciences, Institute of Psychiatry, King's College London, UK","Department of Computer Science, Centre for Computational Statistics and Machine Learning, University College London, UK"],"affiliations":[{"raw_affiliation_string":"Centre for for Neuroimaging Sciences, Institute of Psychiatry, King's College London, UK","institution_ids":["https://openalex.org/I165524941","https://openalex.org/I183935753"]},{"raw_affiliation_string":"Department of Computer Science, Centre for Computational Statistics and Machine Learning, University College London, UK","institution_ids":["https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5008037947"],"corresponding_institution_ids":["https://openalex.org/I165524941","https://openalex.org/I183935753","https://openalex.org/I45129253"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":1.6167,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.8520022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"51","last_page":"59"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9883000254631042,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9883000254631042,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9702000021934509,"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":0.7630610466003418},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.718672513961792},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6823685169219971},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5568893551826477},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5337041020393372},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5256006717681885},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.475101113319397},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.4717367887496948},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.45732441544532776},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44870486855506897},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.445304811000824},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.43513721227645874},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20027312636375427}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7630610466003418},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.718672513961792},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6823685169219971},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5568893551826477},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5337041020393372},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5256006717681885},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.475101113319397},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.4717367887496948},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.45732441544532776},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44870486855506897},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.445304811000824},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.43513721227645874},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20027312636375427},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-642-34713-9_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-34713-9_7","pdf_url":null,"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"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10098450","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10098450/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:  Machine Learning and Interpretation in Neuroimaging.  (pp. pp. 51-59).  Springer: Cham, Switzerland. (2012)     ","raw_type":"Proceedings paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W22873392","https://openalex.org/W29661792","https://openalex.org/W68801812","https://openalex.org/W649687305","https://openalex.org/W1519178192","https://openalex.org/W1667854146","https://openalex.org/W2007804187","https://openalex.org/W2012066625","https://openalex.org/W2014157362","https://openalex.org/W2019547824","https://openalex.org/W2023787333","https://openalex.org/W2087347434","https://openalex.org/W2113870592","https://openalex.org/W2123927491","https://openalex.org/W2128431628","https://openalex.org/W2135046866","https://openalex.org/W2136857108","https://openalex.org/W2148080251","https://openalex.org/W2148603752","https://openalex.org/W2153171432","https://openalex.org/W2158440149","https://openalex.org/W2562162676","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4234874385","https://openalex.org/W2323648130","https://openalex.org/W2157140558","https://openalex.org/W2378782423","https://openalex.org/W4233308809","https://openalex.org/W4386564352","https://openalex.org/W2952668426","https://openalex.org/W2038894244","https://openalex.org/W2096467860","https://openalex.org/W3189572500"],"abstract_inverted_index":null,"counts_by_year":[{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}