{"id":"https://openalex.org/W2099132856","doi":"https://doi.org/10.1155/s111086570321115x","title":"Discriminative Feature Selection via Multiclass Variable Memory Markov Model","display_name":"Discriminative Feature Selection via Multiclass Variable Memory Markov Model","publication_year":2003,"publication_date":"2003-02-25","ids":{"openalex":"https://openalex.org/W2099132856","doi":"https://doi.org/10.1155/s111086570321115x","mag":"2099132856"},"language":"en","primary_location":{"id":"doi:10.1155/s111086570321115x","is_oa":true,"landing_page_url":"https://doi.org/10.1155/s111086570321115x","pdf_url":"https://asp-eurasipjournals.springeropen.com/counter/pdf/10.1155/S111086570321115X","source":{"id":"https://openalex.org/S35920007","display_name":"EURASIP Journal on Advances in Signal Processing","issn_l":"1687-6172","issn":["1687-6172","1687-6180"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Advances in Signal Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://asp-eurasipjournals.springeropen.com/counter/pdf/10.1155/S111086570321115X","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017159143","display_name":"Noam Slonim","orcid":"https://orcid.org/0000-0001-5171-8264"},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Noam Slonim","raw_affiliation_strings":["School of Engineering and Computer Science and Interdisciplinary Center for Neural Computation, The Hebrew University of Jerusalem, Jerusalem, 91904, Israel","School of Engineering and Computer Science and Interdisciplinary Center for Neural Computation, The Hebrew University of Jerusalem, Jerusalem, Israel"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science and Interdisciplinary Center for Neural Computation, The Hebrew University of Jerusalem, Jerusalem, 91904, Israel","institution_ids":["https://openalex.org/I197251160"]},{"raw_affiliation_string":"School of Engineering and Computer Science and Interdisciplinary Center for Neural Computation, The Hebrew University of Jerusalem, Jerusalem, Israel","institution_ids":["https://openalex.org/I197251160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085525898","display_name":"Gill Bejerano","orcid":"https://orcid.org/0000-0001-5179-3635"},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Gill Bejerano","raw_affiliation_strings":["School of Engineering and Computer Science, The Hebrew University of Jerusalem, Jerusalem, 91904, Israel","School of Eng. and Computer Science, The Hebrew University of Jerusalem, Jerusalem, Israel"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, The Hebrew University of Jerusalem, Jerusalem, 91904, Israel","institution_ids":["https://openalex.org/I197251160"]},{"raw_affiliation_string":"School of Eng. and Computer Science, The Hebrew University of Jerusalem, Jerusalem, Israel","institution_ids":["https://openalex.org/I197251160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040827183","display_name":"Shai Fine","orcid":null},"institutions":[{"id":"https://openalex.org/I4210120800","display_name":"Carmel (Israel)","ror":"https://ror.org/02wvcn790","country_code":"IL","type":"company","lineage":["https://openalex.org/I4210120800"]},{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Shai Fine","raw_affiliation_strings":["IBM Research Laboratory in Haifa, Haifa University, Mount Carmel, Haifa, 31905, Israel","IBM Research Laboratory in Haifa, Haifa University, Mount Carmel, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"IBM Research Laboratory in Haifa, Haifa University, Mount Carmel, Haifa, 31905, Israel","institution_ids":["https://openalex.org/I91203450","https://openalex.org/I4210120800"]},{"raw_affiliation_string":"IBM Research Laboratory in Haifa, Haifa University, Mount Carmel, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004273274","display_name":"Naftali Tishby","orcid":"https://orcid.org/0000-0002-8086-4436"},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Naftali Tishby","raw_affiliation_strings":["School of Engineering and Computer Science and Interdisciplinary Center for Neural Computation, The Hebrew University of Jerusalem, Jerusalem, 91904, Israel","School of Engineering and Computer Science and Interdisciplinary Center for Neural Computation, The Hebrew University of Jerusalem, Jerusalem, Israel"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science and Interdisciplinary Center for Neural Computation, The Hebrew University of Jerusalem, Jerusalem, 91904, Israel","institution_ids":["https://openalex.org/I197251160"]},{"raw_affiliation_string":"School of Engineering and Computer Science and Interdisciplinary Center for Neural Computation, The Hebrew University of Jerusalem, Jerusalem, Israel","institution_ids":["https://openalex.org/I197251160"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5017159143"],"corresponding_institution_ids":["https://openalex.org/I197251160"],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":0.5719,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.64881705,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2003","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9979000091552734,"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9979000091552734,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11269","display_name":"Algorithms and Data Compression","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/discriminative-model","display_name":"Discriminative model","score":0.915773332118988},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7913571000099182},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7401285171508789},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6003736853599548},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5377867817878723},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5218538045883179},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5015764236450195},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.48438888788223267},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.4795220196247101},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44314736127853394},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.42835763096809387},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4213390648365021},{"id":"https://openalex.org/keywords/sort","display_name":"sort","score":0.42061007022857666},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.23223072290420532},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09209907054901123}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.915773332118988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7913571000099182},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7401285171508789},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6003736853599548},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5377867817878723},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5218538045883179},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5015764236450195},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.48438888788223267},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.4795220196247101},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44314736127853394},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.42835763096809387},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4213390648365021},{"id":"https://openalex.org/C88548561","wikidata":"https://www.wikidata.org/wiki/Q347599","display_name":"sort","level":2,"score":0.42061007022857666},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.23223072290420532},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09209907054901123},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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":3,"locations":[{"id":"doi:10.1155/s111086570321115x","is_oa":true,"landing_page_url":"https://doi.org/10.1155/s111086570321115x","pdf_url":"https://asp-eurasipjournals.springeropen.com/counter/pdf/10.1155/S111086570321115X","source":{"id":"https://openalex.org/S35920007","display_name":"EURASIP Journal on Advances in Signal Processing","issn_l":"1687-6172","issn":["1687-6172","1687-6180"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Advances in Signal Processing","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.19.7784","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.19.7784","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.huji.ac.il/~jill/Papers/icml02.ps.gz","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.9.3087","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.9.3087","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.huji.ac.il/~jill/Papers/jasp03.ps.gz","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1155/s111086570321115x","is_oa":true,"landing_page_url":"https://doi.org/10.1155/s111086570321115x","pdf_url":"https://asp-eurasipjournals.springeropen.com/counter/pdf/10.1155/S111086570321115X","source":{"id":"https://openalex.org/S35920007","display_name":"EURASIP Journal on Advances in Signal Processing","issn_l":"1687-6172","issn":["1687-6172","1687-6180"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Advances in Signal Processing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.75,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2099132856.pdf","grobid_xml":"https://content.openalex.org/works/W2099132856.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W23418094","https://openalex.org/W1481751294","https://openalex.org/W1569914580","https://openalex.org/W1583380718","https://openalex.org/W1666207559","https://openalex.org/W1797288984","https://openalex.org/W1877570817","https://openalex.org/W1979495886","https://openalex.org/W1994920552","https://openalex.org/W2024262734","https://openalex.org/W2044442377","https://openalex.org/W2097927681","https://openalex.org/W2098057602","https://openalex.org/W2099111195","https://openalex.org/W2108672476","https://openalex.org/W2124073224","https://openalex.org/W2129995544","https://openalex.org/W2131022537","https://openalex.org/W2136279161","https://openalex.org/W2142195237","https://openalex.org/W2149772057","https://openalex.org/W2158195707","https://openalex.org/W2160842254","https://openalex.org/W2165758113","https://openalex.org/W2170654002","https://openalex.org/W4229830074","https://openalex.org/W6638218882","https://openalex.org/W6674950747","https://openalex.org/W6678215676","https://openalex.org/W6680142256"],"related_works":["https://openalex.org/W2093104230","https://openalex.org/W2510961579","https://openalex.org/W4390874210","https://openalex.org/W4384918963","https://openalex.org/W2128027845","https://openalex.org/W4386184937","https://openalex.org/W1493875009","https://openalex.org/W4388844349","https://openalex.org/W2105231718","https://openalex.org/W2153939756"],"abstract_inverted_index":{"We":[0,34,98],"propose":[1],"a":[2,9,21,46,61,78],"novel":[3],"feature":[4],"selection":[5],"method":[6,104],"based":[7,86],"on":[8,87],"variable":[10],"memory":[11],"Markov":[12],"(VMM)":[13],"model.":[14,57],"The":[15],"VMM":[16,64],"was":[17],"originally":[18],"proposed":[19],"as":[20],"generative":[22],"model":[23],"trying":[24],"to":[25,38,49,81,93],"preserve":[26],"the":[27,56,83,94,100],"original":[28],"source":[29],"statistics":[30],"from":[31],"training":[32],"data.":[33],"extend":[35],"this":[36],"technique":[37],"simultaneously":[39],"handle":[40],"several":[41],"sources,":[42],"and":[43,107],"further":[44],"apply":[45],"new":[47],"criterion":[48],"prune":[50],"out":[51,54],"nondiscriminative":[52],"features":[53,85],"of":[55,102],"This":[58],"results":[59],"in":[60],"multiclass":[62],"discriminative":[63,89],"(DVMM),":[65],"which":[66],"is":[67],"highly":[68],"efficient,":[69],"scaling":[70],"linearly":[71],"with":[72,91],"data":[73],"size.":[74],"Moreover,":[75],"we":[76],"suggest":[77],"natural":[79],"scheme":[80],"sort":[82],"remaining":[84],"their":[88],"power":[90],"respect":[92],"sources":[95],"at":[96],"hand.":[97],"demonstrate":[99],"utility":[101],"our":[103],"for":[105],"text":[106],"protein":[108],"classification":[109],"tasks.":[110]},"counts_by_year":[{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}