{"id":"https://openalex.org/W2978202592","doi":"https://doi.org/10.1007/978-3-030-33778-0_27","title":"Sparse Robust Regression for Explaining Classifiers","display_name":"Sparse Robust Regression for Explaining Classifiers","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2978202592","doi":"https://doi.org/10.1007/978-3-030-33778-0_27","mag":"2978202592"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-33778-0_27","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-33778-0_27","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-33778-0_27.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-33778-0_27.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083773193","display_name":"Anton Bj\u00f6rklund","orcid":"https://orcid.org/0000-0002-7749-2918"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Anton Bj\u00f6rklund","raw_affiliation_strings":["Department of Computer Science, University of Helsinki, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Helsinki, Helsinki, Finland","institution_ids":["https://openalex.org/I133731052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044047404","display_name":"Andreas Henelius","orcid":"https://orcid.org/0000-0002-4040-6967"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Andreas Henelius","raw_affiliation_strings":["Department of Computer Science, University of Helsinki, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Helsinki, Helsinki, Finland","institution_ids":["https://openalex.org/I133731052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039712529","display_name":"Emilia Oikarinen","orcid":"https://orcid.org/0000-0002-9623-6282"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Emilia Oikarinen","raw_affiliation_strings":["Department of Computer Science, University of Helsinki, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Helsinki, Helsinki, Finland","institution_ids":["https://openalex.org/I133731052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008021925","display_name":"K. T. S. Kallonen","orcid":"https://orcid.org/0000-0001-9769-7163"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]},{"id":"https://openalex.org/I2800229700","display_name":"Helsinki Institute of Physics","ror":"https://ror.org/01x2x1522","country_code":"FI","type":"facility","lineage":["https://openalex.org/I133731052","https://openalex.org/I2800229700","https://openalex.org/I63548447","https://openalex.org/I94722563","https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Kimmo Kallonen","raw_affiliation_strings":["Helsinki Institute of Physics, University of Helsinki, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Helsinki Institute of Physics, University of Helsinki, Helsinki, Finland","institution_ids":["https://openalex.org/I133731052","https://openalex.org/I2800229700"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067547881","display_name":"Kai Puolam\u00e4ki","orcid":"https://orcid.org/0000-0003-1819-1047"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Kai Puolam\u00e4ki","raw_affiliation_strings":["Department of Computer Science, University of Helsinki, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Helsinki, Helsinki, Finland","institution_ids":["https://openalex.org/I133731052"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5083773193"],"corresponding_institution_ids":["https://openalex.org/I133731052"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":3.146,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.9109589,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"351","last_page":"366"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11871","display_name":"Advanced Statistical Methods and Models","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11871","display_name":"Advanced Statistical Methods and Models","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9918000102043152,"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/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.7776941657066345},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7754135131835938},{"id":"https://openalex.org/keywords/robust-regression","display_name":"Robust regression","score":0.6768229007720947},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5399174690246582},{"id":"https://openalex.org/keywords/usable","display_name":"USable","score":0.50722336769104},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.500260591506958},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4992704391479492},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.48765718936920166},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4818671643733978},{"id":"https://openalex.org/keywords/data-point","display_name":"Data point","score":0.46834489703178406},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.44324031472206116},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4056740701198578},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17380961775779724},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1483381688594818}],"concepts":[{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.7776941657066345},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7754135131835938},{"id":"https://openalex.org/C70259352","wikidata":"https://www.wikidata.org/wiki/Q1847839","display_name":"Robust regression","level":3,"score":0.6768229007720947},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5399174690246582},{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.50722336769104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.500260591506958},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4992704391479492},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.48765718936920166},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4818671643733978},{"id":"https://openalex.org/C21080849","wikidata":"https://www.wikidata.org/wiki/Q13611879","display_name":"Data point","level":2,"score":0.46834489703178406},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.44324031472206116},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4056740701198578},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17380961775779724},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1483381688594818},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-030-33778-0_27","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-33778-0_27","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-33778-0_27.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:helda.helsinki.fi:10138/308024","is_oa":true,"landing_page_url":"https://github.com/edahelsinki/slise","pdf_url":null,"source":{"id":"https://openalex.org/S4210213322","display_name":"Ty\u00f6v\u00e4entutkimus Vuosikirja","issn_l":"0784-1272","issn":["0784-1272","1459-7780"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference contribution"},{"id":"pmh:oai:www.doria.fi:10024/170516","is_oa":false,"landing_page_url":"https://www.doria.fi/handle/10024/170516","pdf_url":null,"source":{"id":"https://openalex.org/S4377196760","display_name":"Doria (University of Helsinki)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I133731052","host_organization_name":"University of Helsinki","host_organization_lineage":["https://openalex.org/I133731052"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Avhandling pro gradu"}],"best_oa_location":{"id":"doi:10.1007/978-3-030-33778-0_27","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-33778-0_27","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-33778-0_27.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.699999988079071,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1247261429","display_name":null,"funder_award_id":"326339","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G4190525276","display_name":null,"funder_award_id":"326280","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"}],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2978202592.pdf","grobid_xml":"https://content.openalex.org/works/W2978202592.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W170526737","https://openalex.org/W1957375299","https://openalex.org/W1996796871","https://openalex.org/W2011402106","https://openalex.org/W2011627547","https://openalex.org/W2039385587","https://openalex.org/W2048430744","https://openalex.org/W2049083558","https://openalex.org/W2086847993","https://openalex.org/W2090026354","https://openalex.org/W2113459411","https://openalex.org/W2118163005","https://openalex.org/W2119315254","https://openalex.org/W2135046866","https://openalex.org/W2137560895","https://openalex.org/W2147534083","https://openalex.org/W2150165932","https://openalex.org/W2152701363","https://openalex.org/W2282821441","https://openalex.org/W2283956042","https://openalex.org/W2367397349","https://openalex.org/W2486715098","https://openalex.org/W2510508396","https://openalex.org/W2516809705","https://openalex.org/W2530395818","https://openalex.org/W2556340658","https://openalex.org/W2563484019","https://openalex.org/W2590796488","https://openalex.org/W2606462007","https://openalex.org/W2618851150","https://openalex.org/W2734358244","https://openalex.org/W2738386993","https://openalex.org/W2756210775","https://openalex.org/W2786715987","https://openalex.org/W2803532212","https://openalex.org/W2899600992","https://openalex.org/W2962772482","https://openalex.org/W2962790223","https://openalex.org/W2962977265","https://openalex.org/W2963207607","https://openalex.org/W2963786589","https://openalex.org/W2964153729","https://openalex.org/W3098163999","https://openalex.org/W3101609372","https://openalex.org/W3102726611","https://openalex.org/W3104561293","https://openalex.org/W6604773500"],"related_works":["https://openalex.org/W2325374573","https://openalex.org/W3132099770","https://openalex.org/W2801807510","https://openalex.org/W2031329204","https://openalex.org/W2018697919","https://openalex.org/W4249094282","https://openalex.org/W2508231025","https://openalex.org/W2384184432","https://openalex.org/W2016726052","https://openalex.org/W2094290469"],"abstract_inverted_index":{"Abstract":[0],"Real-world":[1],"datasets":[2],"are":[3,35],"often":[4],"characterised":[5],"by":[6,126,140,149],"outliers,":[7],"points":[8,147],"far":[9],"from":[10],"the":[11,14,22,50,54,72,92],"majority":[12],"of":[13,21,105,144],"points,":[15],"which":[16],"might":[17],"negatively":[18],"influence":[19],"modelling":[20],"data.":[23],"In":[24,39],"data":[25,55,146,156],"analysis":[26],"it":[27],"is":[28,74],"hence":[29],"important":[30],"to":[31,37,65,78,88,91,119],"use":[32],"methods":[33,139],"that":[34,56,71,113],"robust":[36,45,99],"outliers.":[38],"this":[40],"paper":[41],"we":[42,111],"develop":[43],"a":[44,61,66],"regression":[46,100,167],"method":[47,95,115,161],"for":[48,123],"finding":[49],"largest":[51],"subset":[52],"in":[53,103,135],"can":[57,116],"be":[58,117],"approximated":[59],"using":[60,162],"sparse":[62],"linear":[63],"model":[64],"given":[67],"precision.":[68],"We":[69,80,158],"show":[70,112],"problem":[73],"NP-hard":[75],"and":[76,148,165,168],"hard":[77],"approximate.":[79],"present":[81],"an":[82],"efficient":[83],"algorithm,":[84],"termed":[85],"slise":[86],",":[87],"find":[89],"solutions":[90],"problem.":[93],"Our":[94,131],"extends":[96],"current":[97],"state-of-the-art":[98],"methods,":[101],"especially":[102],"terms":[104],"scalability":[106],"on":[107],"large":[108],"datasets.":[109],"Furthermore,":[110],"our":[114,160],"used":[118],"yield":[120],"interpretable":[121],"explanations":[122],"individual":[124],"decisions":[125],"opaque,":[127],"black":[128],"box,":[129],"classifiers.":[130],"approach":[132],"solves":[133],"shortcomings":[134],"other":[136],"recent":[137],"explanation":[138],"not":[141],"requiring":[142],"sampling":[143],"new":[145],"being":[150],"usable":[151],"without":[152],"modifications":[153],"across":[154],"various":[155],"domains.":[157],"demonstrate":[159],"both":[163],"synthetic":[164],"real-world":[166],"classification":[169],"problems.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}
