{"id":"https://openalex.org/W2025774781","doi":"https://doi.org/10.1007/s10444-013-9317-0","title":"Quantile regression with \u2113 1\u2014regularization and Gaussian kernels","display_name":"Quantile regression with \u2113 1\u2014regularization and Gaussian kernels","publication_year":2013,"publication_date":"2013-08-09","ids":{"openalex":"https://openalex.org/W2025774781","doi":"https://doi.org/10.1007/s10444-013-9317-0","mag":"2025774781"},"language":"en","primary_location":{"id":"doi:10.1007/s10444-013-9317-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10444-013-9317-0","pdf_url":null,"source":{"id":"https://openalex.org/S57050787","display_name":"Advances in Computational Mathematics","issn_l":"1019-7168","issn":["1019-7168","1572-9044"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Computational Mathematics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://lirias.kuleuven.be/handle/123456789/417140","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100666185","display_name":"Lei Shi","orcid":"https://orcid.org/0000-0002-9512-5273"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE","CN"],"is_corresponding":true,"raw_author_name":"Lei Shi","raw_affiliation_strings":["Department of Electrical Engineering, KU Leuven, ESAT-SCD-SISTA, 3001, Leuven, Belgium","Shanghai Key Laboratory for Contemporary Applied Mathematics, School of Mathematical Sciences, Fudan University, Shanghai, 200433, People\u2019s Republic of China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, KU Leuven, ESAT-SCD-SISTA, 3001, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Shanghai Key Laboratory for Contemporary Applied Mathematics, School of Mathematical Sciences, Fudan University, Shanghai, 200433, People\u2019s Republic of China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026169938","display_name":"Xiaolin Huang","orcid":"https://orcid.org/0000-0003-4285-6520"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Xiaolin Huang","raw_affiliation_strings":["Department of Electrical Engineering, KU Leuven, ESAT-SCD-SISTA, 3001, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, KU Leuven, ESAT-SCD-SISTA, 3001, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zheng Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Tian","raw_affiliation_strings":["Shanghai Key Laboratory for Contemporary Applied Mathematics, School of Mathematical Sciences, Fudan University, Shanghai, 200433, People\u2019s Republic of China","Shanghai Key Laboratory for Contemporary Applied Mathematics, School of Mathematical Sciences, Fudan University, Shanghai, 200433, People's Republic of China"],"affiliations":[{"raw_affiliation_string":"Shanghai Key Laboratory for Contemporary Applied Mathematics, School of Mathematical Sciences, Fudan University, Shanghai, 200433, People\u2019s Republic of China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"Shanghai Key Laboratory for Contemporary Applied Mathematics, School of Mathematical Sciences, Fudan University, Shanghai, 200433, People's Republic of China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078854904","display_name":"Johan A. K. Suykens","orcid":"https://orcid.org/0000-0002-8846-6352"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Johan A. K. Suykens","raw_affiliation_strings":["Department of Electrical Engineering, KU Leuven, ESAT-SCD-SISTA, 3001, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, KU Leuven, ESAT-SCD-SISTA, 3001, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100666185"],"corresponding_institution_ids":["https://openalex.org/I24943067","https://openalex.org/I99464096"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":1.2898,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.81884294,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"40","issue":"2","first_page":"517","last_page":"551"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9980999827384949,"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/T10136","display_name":"Statistical Methods and Inference","score":0.9980999827384949,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11205","display_name":"Numerical methods in inverse problems","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2610","display_name":"Mathematical Physics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/quantile-regression","display_name":"Quantile regression","score":0.8410094976425171},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.7472875714302063},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.6970170736312866},{"id":"https://openalex.org/keywords/quantile","display_name":"Quantile","score":0.6724562644958496},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.6565014719963074},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.5699456930160522},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5527476668357849},{"id":"https://openalex.org/keywords/reproducing-kernel-hilbert-space","display_name":"Reproducing kernel Hilbert space","score":0.4925020635128021},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.4901143014431},{"id":"https://openalex.org/keywords/gaussian-function","display_name":"Gaussian function","score":0.44487470388412476},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.43828505277633667},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4378352463245392},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.4341651499271393},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.38486406207084656},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.34036076068878174},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.21174931526184082},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20355087518692017},{"id":"https://openalex.org/keywords/hilbert-space","display_name":"Hilbert space","score":0.17510026693344116},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.13370412588119507},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.07001173496246338}],"concepts":[{"id":"https://openalex.org/C63817138","wikidata":"https://www.wikidata.org/wiki/Q3455889","display_name":"Quantile regression","level":2,"score":0.8410094976425171},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.7472875714302063},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.6970170736312866},{"id":"https://openalex.org/C118671147","wikidata":"https://www.wikidata.org/wiki/Q578714","display_name":"Quantile","level":2,"score":0.6724562644958496},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.6565014719963074},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.5699456930160522},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5527476668357849},{"id":"https://openalex.org/C80884492","wikidata":"https://www.wikidata.org/wiki/Q3345678","display_name":"Reproducing kernel Hilbert space","level":3,"score":0.4925020635128021},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.4901143014431},{"id":"https://openalex.org/C7218915","wikidata":"https://www.wikidata.org/wiki/Q1054475","display_name":"Gaussian function","level":3,"score":0.44487470388412476},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.43828505277633667},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4378352463245392},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.4341651499271393},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.38486406207084656},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34036076068878174},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.21174931526184082},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20355087518692017},{"id":"https://openalex.org/C62799726","wikidata":"https://www.wikidata.org/wiki/Q190056","display_name":"Hilbert space","level":2,"score":0.17510026693344116},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.13370412588119507},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.07001173496246338},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10444-013-9317-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10444-013-9317-0","pdf_url":null,"source":{"id":"https://openalex.org/S57050787","display_name":"Advances in Computational Mathematics","issn_l":"1019-7168","issn":["1019-7168","1572-9044"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Computational Mathematics","raw_type":"journal-article"},{"id":"pmh:oai:lirias2repo.kuleuven.be:123456789/417140","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/123456789/417140","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Advances in Computational Mathematics, vol. 40 (2), (517-551)","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:lirias2repo.kuleuven.be:123456789/417140","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/123456789/417140","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Advances in Computational Mathematics, vol. 40 (2), (517-551)","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W93885277","https://openalex.org/W335436902","https://openalex.org/W1486164486","https://openalex.org/W1488877410","https://openalex.org/W1698155719","https://openalex.org/W1716180660","https://openalex.org/W1929648174","https://openalex.org/W1968436459","https://openalex.org/W1969324718","https://openalex.org/W1986280275","https://openalex.org/W1994642189","https://openalex.org/W2003585400","https://openalex.org/W2006650550","https://openalex.org/W2008740515","https://openalex.org/W2010353172","https://openalex.org/W2021044807","https://openalex.org/W2030900176","https://openalex.org/W2032938012","https://openalex.org/W2052448032","https://openalex.org/W2053225779","https://openalex.org/W2067256987","https://openalex.org/W2077390566","https://openalex.org/W2079223539","https://openalex.org/W2083575259","https://openalex.org/W2091143818","https://openalex.org/W2096904991","https://openalex.org/W2110137145","https://openalex.org/W2117552256","https://openalex.org/W2118120346","https://openalex.org/W2123199310","https://openalex.org/W2123696247","https://openalex.org/W2125875378","https://openalex.org/W2128758417","https://openalex.org/W2135046866","https://openalex.org/W2136627475","https://openalex.org/W2143956139","https://openalex.org/W2146766088","https://openalex.org/W2147646644","https://openalex.org/W2148603752","https://openalex.org/W2150940164","https://openalex.org/W2158781299","https://openalex.org/W2161744734","https://openalex.org/W2162009929","https://openalex.org/W2167250202","https://openalex.org/W2167711152","https://openalex.org/W2171798319","https://openalex.org/W2172024582","https://openalex.org/W2599472182","https://openalex.org/W3099978158","https://openalex.org/W3103100819","https://openalex.org/W3106361977","https://openalex.org/W3125188740","https://openalex.org/W4241996101","https://openalex.org/W4245558064","https://openalex.org/W4285719527","https://openalex.org/W4298876635"],"related_works":["https://openalex.org/W4206511378","https://openalex.org/W4206618949","https://openalex.org/W2526321210","https://openalex.org/W3205863630","https://openalex.org/W2364275385","https://openalex.org/W4318833145","https://openalex.org/W2007977664","https://openalex.org/W4252013513","https://openalex.org/W2951026313","https://openalex.org/W646795505"],"abstract_inverted_index":null,"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2016-06-24T00:00:00"}