{"id":"https://openalex.org/W2003410526","doi":"https://doi.org/10.1109/cdc.2014.7039907","title":"On the design of multiple kernels for nonparametric linear system identification","display_name":"On the design of multiple kernels for nonparametric linear system identification","publication_year":2014,"publication_date":"2014-12-01","ids":{"openalex":"https://openalex.org/W2003410526","doi":"https://doi.org/10.1109/cdc.2014.7039907","mag":"2003410526"},"language":"en","primary_location":{"id":"doi:10.1109/cdc.2014.7039907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2014.7039907","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"53rd IEEE Conference on Decision and Control","raw_type":"proceedings-article"},"type":"article","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/A5062648585","display_name":"Alessandro Chiuso","orcid":"https://orcid.org/0000-0002-4410-6101"},"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":true,"raw_author_name":"A. Chiuso","raw_affiliation_strings":["Dept. of Information Engi-neering, University of Padova","Department of Information Engineering University of Padova  Italy"],"affiliations":[{"raw_affiliation_string":"Dept. of Information Engi-neering, University of Padova","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering University of Padova  Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102935603","display_name":"Tianshi Chen","orcid":"https://orcid.org/0000-0001-8655-2655"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"T. Chen","raw_affiliation_strings":["Division of Automatic Control, Linkoping University","Division of Automatic Control, Linkoping University, Sweden#TAB#"],"affiliations":[{"raw_affiliation_string":"Division of Automatic Control, Linkoping University","institution_ids":["https://openalex.org/I102134673"]},{"raw_affiliation_string":"Division of Automatic Control, Linkoping University, Sweden#TAB#","institution_ids":["https://openalex.org/I102134673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078405221","display_name":"Lennart Ljung","orcid":"https://orcid.org/0000-0003-4881-8955"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"L. Ljung","raw_affiliation_strings":["Division of Automatic Control, Linkoping University","Division of Automatic Control, Linkoping University, Sweden#TAB#"],"affiliations":[{"raw_affiliation_string":"Division of Automatic Control, Linkoping University","institution_ids":["https://openalex.org/I102134673"]},{"raw_affiliation_string":"Division of Automatic Control, Linkoping University, Sweden#TAB#","institution_ids":["https://openalex.org/I102134673"]}]},{"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":"G. Pillonetto","raw_affiliation_strings":["Dept. of Information Engi-neering, University of Padova","Department of Information Engineering University of Padova  Italy"],"affiliations":[{"raw_affiliation_string":"Dept. of Information Engi-neering, University of Padova","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering University of Padova  Italy","institution_ids":["https://openalex.org/I138689650"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5062648585"],"corresponding_institution_ids":["https://openalex.org/I138689650"],"apc_list":null,"apc_paid":null,"fwci":6.492,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.96471478,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"46","issue":null,"first_page":"3346","last_page":"3351"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11236","display_name":"Control Systems and Identification","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11236","display_name":"Control Systems and Identification","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9904999732971191,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/nonparametric-statistics","display_name":"Nonparametric statistics","score":0.6317611336708069},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5429768562316895},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.541355311870575},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2948980927467346},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1661035716533661}],"concepts":[{"id":"https://openalex.org/C102366305","wikidata":"https://www.wikidata.org/wiki/Q1097688","display_name":"Nonparametric statistics","level":2,"score":0.6317611336708069},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5429768562316895},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.541355311870575},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2948980927467346},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1661035716533661},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cdc.2014.7039907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2014.7039907","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"53rd IEEE Conference on Decision and Control","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1746819321","https://openalex.org/W1968254084","https://openalex.org/W2021065610","https://openalex.org/W2037479549","https://openalex.org/W2046105906","https://openalex.org/W2054640142","https://openalex.org/W2059809675","https://openalex.org/W2068465303","https://openalex.org/W2086901931","https://openalex.org/W2098729277","https://openalex.org/W2146766088","https://openalex.org/W2161083632","https://openalex.org/W2586061285","https://openalex.org/W2614854554","https://openalex.org/W4211049957","https://openalex.org/W4247961533","https://openalex.org/W4298876635","https://openalex.org/W6674731556"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4243114048","https://openalex.org/W2529605301","https://openalex.org/W4237896776","https://openalex.org/W4231665652","https://openalex.org/W1837630526","https://openalex.org/W2000242494","https://openalex.org/W2335589441","https://openalex.org/W2897432859"],"abstract_inverted_index":{"It":[0],"has":[1],"been":[2],"recently":[3],"shown":[4],"that":[5,28,77],"regularization":[6,30],"methods":[7],"for":[8,83],"system":[9],"identification":[10],"have,":[11],"under":[12],"certain":[13],"circumstances,":[14],"advantages":[15],"over":[16,106],"classical":[17],"parametric":[18],"methods.":[19],"This":[20],"advantage":[21],"is":[22,39],"mainly":[23],"due":[24],"to":[25,45,57,112],"the":[26,29,58,69],"fact":[27],"term,":[31],"which":[32,101],"have":[33],"a":[34,54,64,80,95,103],"well":[35,65],"known":[36,66],"Bayesian":[37],"interpretation,":[38],"an":[40],"effective":[41],"and":[42],"flexible":[43],"mean":[44],"control":[46],"model":[47],"complexity.":[48],"In":[49],"this":[50,91],"paper":[51],"we":[52,75,93],"take":[53],"principled":[55],"approach":[56],"design":[59],"of":[60,68,86,98],"kernels":[61,100,108],"and,":[62],"using":[63],"decomposition":[67,92],"so":[70],"called":[71],"\u201cstable":[72],"spline\u201d":[73],"kernel,":[74],"show":[76],"it":[78,110],"provides":[79],"natural":[81],"description":[82],"impulse":[84],"responses":[85],"linear":[87],"systems.":[88,115],"Motivated":[89],"by":[90],"introduce":[94],"new":[96],"family":[97],"multiple":[99],"yields":[102],"remarkable":[104],"improvement":[105],"state-of-the-art":[107],"when":[109],"comes":[111],"modeling":[113],"resonant":[114]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
