{"id":"https://openalex.org/W1998512887","doi":"https://doi.org/10.1109/cdc.2011.6160607","title":"On the discardability of data in support vector classification problems","display_name":"On the discardability of data in support vector classification problems","publication_year":2011,"publication_date":"2011-12-01","ids":{"openalex":"https://openalex.org/W1998512887","doi":"https://doi.org/10.1109/cdc.2011.6160607","mag":"1998512887"},"language":"en","primary_location":{"id":"doi:10.1109/cdc.2011.6160607","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2011.6160607","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Conference on Decision and Control and European Control Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11577/2483015","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013219153","display_name":"Simone Del Favero","orcid":"https://orcid.org/0000-0002-8214-2752"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Simone Del Favero","raw_affiliation_strings":["Univ. of Padova, Italy","Univ. of Padova  (Italy)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Univ. of Padova  (Italy)","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028112034","display_name":"Damiano Varagnolo","orcid":"https://orcid.org/0000-0002-4310-7938"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Damiano Varagnolo","raw_affiliation_strings":["Univ. of Padova, Italy","Univ. of Padova  (Italy)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Univ. of Padova  (Italy)","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045401042","display_name":"Francesco Dinuzzo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135521","display_name":"Max Planck Institute for Intelligent Systems","ror":"https://ror.org/04fq9j139","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210135521"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Francesco Dinuzzo","raw_affiliation_strings":["Max Planck Inst. for Intelligent Systems, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Max Planck Inst. for Intelligent Systems, Germany","institution_ids":["https://openalex.org/I4210135521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043731055","display_name":"Luca Schenato","orcid":"https://orcid.org/0000-0003-2544-2553"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Schenato","raw_affiliation_strings":["Univ. of Padova, Italy","Univ. of Padova  (Italy)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Univ. of Padova  (Italy)","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103084695","display_name":"Gianluigi Pillonetto","orcid":"https://orcid.org/0000-0002-1072-3144"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gianluigi Pillonetto","raw_affiliation_strings":["Univ. of Padova, Italy","Univ. of Padova  (Italy)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Univ. of Padova  (Italy)","institution_ids":["https://openalex.org/I138689650"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"5","issue":null,"first_page":"3210","last_page":"3215"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10711","display_name":"Target Tracking and Data Fusion in Sensor Networks","score":0.9970999956130981,"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/T10320","display_name":"Neural Networks and Applications","score":0.9621999859809875,"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/decision-boundary","display_name":"Decision boundary","score":0.6666830778121948},{"id":"https://openalex.org/keywords/separable-space","display_name":"Separable space","score":0.6446029543876648},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6192842125892639},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5260317921638489},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.5195263028144836},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.515526294708252},{"id":"https://openalex.org/keywords/boundary","display_name":"Boundary (topology)","score":0.5022788047790527},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.5007050037384033},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4986703395843506},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48362651467323303},{"id":"https://openalex.org/keywords/binary-decision-diagram","display_name":"Binary decision diagram","score":0.4622160792350769},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4408051669597626},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.4316539168357849},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4201016426086426},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.4110189974308014},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3300269544124603},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3171533942222595},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2824016213417053}],"concepts":[{"id":"https://openalex.org/C42023084","wikidata":"https://www.wikidata.org/wiki/Q5249231","display_name":"Decision boundary","level":3,"score":0.6666830778121948},{"id":"https://openalex.org/C70710897","wikidata":"https://www.wikidata.org/wiki/Q680081","display_name":"Separable space","level":2,"score":0.6446029543876648},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6192842125892639},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5260317921638489},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.5195263028144836},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.515526294708252},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.5022788047790527},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.5007050037384033},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4986703395843506},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48362651467323303},{"id":"https://openalex.org/C3309909","wikidata":"https://www.wikidata.org/wiki/Q864155","display_name":"Binary decision diagram","level":2,"score":0.4622160792350769},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4408051669597626},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.4316539168357849},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4201016426086426},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.4110189974308014},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3300269544124603},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3171533942222595},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2824016213417053},{"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.1109/cdc.2011.6160607","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2011.6160607","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Conference on Decision and Control and European Control Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.383.1510","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.383.1510","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://automatica.dei.unipd.it/tl_files/utenti/varagnolo/documents/del_favero_et_al__2011__discardability_of_data_in_SVC.pdf","raw_type":"text"},{"id":"pmh:oai:edoc.mpg.de:596120","is_oa":false,"landing_page_url":"http://edoc.mpg.de/596120","pdf_url":null,"source":{"id":"https://openalex.org/S4406922265","display_name":"Max Planck Institute for Plasma Physics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"50th IEEE Conference on Decision and Control and European Control Conference (CDC - ECC 2011), 3210-3215 (2011)","raw_type":"Conference-Paper"},{"id":"pmh:oai:escidoc.org:escidoc:1787844","is_oa":false,"landing_page_url":"http://hdl.handle.net/11858/00-001M-0000-0013-B8DA-F","pdf_url":null,"source":{"id":"https://openalex.org/S7407052962","display_name":"Max Planck Digital Library","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:pure.mpg.de:item_1577414","is_oa":false,"landing_page_url":"http://hdl.handle.net/11858/00-001M-0000-0010-4BEF-A","pdf_url":null,"source":{"id":"https://openalex.org/S4306400654","display_name":"MPG.PuRe (Max Planck Society)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149899117","host_organization_name":"Max Planck Society","host_organization_lineage":["https://openalex.org/I149899117"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"50th IEEE Conference on Decision and Control and European Control Conference (CDC - ECC 2011)","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:pure.mpg.de:item_1787844","is_oa":false,"landing_page_url":"https://hdl.handle.net/11858/00-001M-0000-0013-B8DA-F","pdf_url":null,"source":{"id":"https://openalex.org/S4306400654","display_name":"MPG.PuRe (Max Planck Society)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149899117","host_organization_name":"Max Planck Society","host_organization_lineage":["https://openalex.org/I149899117"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"50th IEEE Conference on Decision and Control and European Control Conference (CDC - ECC 2011)","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:www.research.unipd.it:11577/2483015","is_oa":true,"landing_page_url":"http://hdl.handle.net/11577/2483015","pdf_url":null,"source":{"id":"https://openalex.org/S4306402547","display_name":"Padua Research Archive (University of Padova)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:www.research.unipd.it:11577/2483015","is_oa":true,"landing_page_url":"http://hdl.handle.net/11577/2483015","pdf_url":null,"source":{"id":"https://openalex.org/S4306402547","display_name":"Padua Research Archive (University of Padova)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"score":0.7200000286102295,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W5594912","https://openalex.org/W26816478","https://openalex.org/W184442817","https://openalex.org/W1485515110","https://openalex.org/W1494289067","https://openalex.org/W1529939802","https://openalex.org/W1544444001","https://openalex.org/W1553394277","https://openalex.org/W1555138071","https://openalex.org/W1996770352","https://openalex.org/W1998512887","https://openalex.org/W2052179119","https://openalex.org/W2054800525","https://openalex.org/W2089245375","https://openalex.org/W2098484510","https://openalex.org/W2106462908","https://openalex.org/W2107568926","https://openalex.org/W2108807072","https://openalex.org/W2130403046","https://openalex.org/W2132291180","https://openalex.org/W2132747550","https://openalex.org/W2134122776","https://openalex.org/W2148603752","https://openalex.org/W2153504150","https://openalex.org/W2156135142","https://openalex.org/W2162435043","https://openalex.org/W2162761269","https://openalex.org/W2171566706","https://openalex.org/W2366113695","https://openalex.org/W2540920694","https://openalex.org/W3003446791","https://openalex.org/W3027187636","https://openalex.org/W3151517788","https://openalex.org/W4285719527","https://openalex.org/W6601080436","https://openalex.org/W6604536069","https://openalex.org/W6607466906","https://openalex.org/W6629104023","https://openalex.org/W6632480798","https://openalex.org/W6633266109","https://openalex.org/W6683400854","https://openalex.org/W6684975885","https://openalex.org/W6728456815"],"related_works":["https://openalex.org/W2009525028","https://openalex.org/W4321064619","https://openalex.org/W2900140651","https://openalex.org/W1989469074","https://openalex.org/W2914037311","https://openalex.org/W4307521072","https://openalex.org/W4282039363","https://openalex.org/W2106907649","https://openalex.org/W2993837937","https://openalex.org/W2770424293"],"abstract_inverted_index":{"We":[0],"analyze":[1],"the":[2,65,69,73,80,93,111,131,136,140,148],"problem":[3,133],"of":[4,40,68,75,147],"data":[5,103,122,150],"sets":[6],"reduction":[7],"for":[8,64,125],"support":[9,99],"vector":[10,100],"classification.":[11,126],"The":[12,47,105],"work":[13],"is":[14,49,107],"also":[15],"motivated":[16],"by":[17],"distributed":[18,132],"problems,":[19],"where":[20],"sensors":[21],"collect":[22],"binary":[23],"measurements":[24,59],"at":[25],"different":[26,45],"locations":[27],"moving":[28],"inside":[29],"an":[30,84,90],"environment":[31],"that":[32,60,135],"needs":[33],"to":[34,50,87,110,130,142,151],"be":[35],"divided":[36],"into":[37],"a":[38,98,115,120,144,153],"collection":[39],"regions":[41],"labeled":[42],"in":[43,92],"two":[44],"ways.":[46],"scope":[48],"let":[51],"each":[52],"agent":[53],"retain":[54],"and":[55,83,119],"exchange":[56,143],"only":[57],"those":[58],"are":[61],"mostly":[62],"informative":[63],"collective":[66],"reconstruction":[67],"decision":[70,156],"boundary.":[71,157],"For":[72],"case":[74,113],"separable":[76],"classes,":[77],"we":[78],"provide":[79],"exact":[81],"conditions":[82],"efficient":[85],"algorithm":[86],"determine":[88],"if":[89],"element":[91],"training":[94],"set":[95],"can":[96],"become":[97],"when":[101],"new":[102],"arrive.":[104],"analysis":[106],"then":[108],"extended":[109],"non-separable":[112],"deriving":[114],"sufficient":[116],"discardability":[117],"condition":[118],"general":[121],"selection":[123],"scheme":[124],"Numerical":[127],"experiments":[128],"relative":[129],"show":[134],"proposed":[137],"procedure":[138],"allows":[139],"agents":[141],"small":[145],"amount":[146],"collected":[149],"obtain":[152],"highly":[154],"predictive":[155]},"counts_by_year":[{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
