{"id":"https://openalex.org/W3108794112","doi":"https://doi.org/10.1177/0142331220977436","title":"Support vector machine and its difficulties from control field of view","display_name":"Support vector machine and its difficulties from control field of view","publication_year":2021,"publication_date":"2021-02-25","ids":{"openalex":"https://openalex.org/W3108794112","doi":"https://doi.org/10.1177/0142331220977436","mag":"3108794112"},"language":"en","primary_location":{"id":"doi:10.1177/0142331220977436","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0142331220977436","pdf_url":null,"source":{"id":"https://openalex.org/S24148485","display_name":"Transactions of the Institute of Measurement and Control","issn_l":"0142-3312","issn":["0142-3312","1477-0369"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transactions of the Institute of Measurement and Control","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eprints.leedsbeckett.ac.uk/id/eprint/7236/1/SupportVectorMachineAndItsDifficultiesFromControlFieldOfViewAM-SHEIKHAKBARI.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053608914","display_name":"Maryam Yalsavar","orcid":"https://orcid.org/0000-0002-7202-5966"},"institutions":[{"id":"https://openalex.org/I166459259","display_name":"Shiraz University","ror":"https://ror.org/028qtbk54","country_code":"IR","type":"education","lineage":["https://openalex.org/I166459259"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Maryam Yalsavar","raw_affiliation_strings":["School of Electrical and Computer Engineering, Shiraz University, Iran"],"raw_orcid":"https://orcid.org/0000-0002-7202-5966","affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Shiraz University, Iran","institution_ids":["https://openalex.org/I166459259"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010167686","display_name":"Paknoosh Karimaghaei","orcid":null},"institutions":[{"id":"https://openalex.org/I166459259","display_name":"Shiraz University","ror":"https://ror.org/028qtbk54","country_code":"IR","type":"education","lineage":["https://openalex.org/I166459259"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Paknoosh Karimaghaei","raw_affiliation_strings":["School of Electrical and Computer Engineering, Shiraz University, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Shiraz University, Iran","institution_ids":["https://openalex.org/I166459259"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041587191","display_name":"Akbar Sheikh-Akbari","orcid":"https://orcid.org/0000-0003-0677-7083"},"institutions":[{"id":"https://openalex.org/I84027002","display_name":"Leeds Beckett University","ror":"https://ror.org/02xsh5r57","country_code":"GB","type":"education","lineage":["https://openalex.org/I84027002"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Akbar Sheikh-Akbari","raw_affiliation_strings":["School of Computing, Creative Technology & Engineering, Leeds Beckett University, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Creative Technology & Engineering, Leeds Beckett University, UK","institution_ids":["https://openalex.org/I84027002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005237446","display_name":"Pancham Shukla","orcid":"https://orcid.org/0000-0003-0707-8428"},"institutions":[{"id":"https://openalex.org/I126193024","display_name":"London Metropolitan University","ror":"https://ror.org/00ae33288","country_code":"GB","type":"education","lineage":["https://openalex.org/I126193024"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pancham Shukla","raw_affiliation_strings":["School of Computing and Digital Media, London Metropolitan University, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Digital Media, London Metropolitan University, UK","institution_ids":["https://openalex.org/I126193024"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072264935","display_name":"Peyman Setoodeh","orcid":"https://orcid.org/0000-0002-5618-9717"},"institutions":[{"id":"https://openalex.org/I166459259","display_name":"Shiraz University","ror":"https://ror.org/028qtbk54","country_code":"IR","type":"education","lineage":["https://openalex.org/I166459259"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Peyman Setoodeh","raw_affiliation_strings":["School of Electrical and Computer Engineering, Shiraz University, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Shiraz University, Iran","institution_ids":["https://openalex.org/I166459259"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5010167686"],"corresponding_institution_ids":["https://openalex.org/I166459259"],"apc_list":null,"apc_paid":null,"fwci":0.5551,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.63865037,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"43","issue":"9","first_page":"1833","last_page":"1842"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.9921000003814697,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9921000003814697,"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/T11749","display_name":"Iterative Learning Control Systems","score":0.9916999936103821,"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/T12676","display_name":"Machine Learning and ELM","score":0.9650999903678894,"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/support-vector-machine","display_name":"Support vector machine","score":0.814612865447998},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6640371084213257},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5804066061973572},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5742485523223877},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.48970988392829895},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.4581732749938965},{"id":"https://openalex.org/keywords/iterative-learning-control","display_name":"Iterative learning control","score":0.4372681975364685},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43531256914138794},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4311268627643585},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.4302254319190979},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37734103202819824},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.31585797667503357},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.1746578812599182}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.814612865447998},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6640371084213257},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5804066061973572},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5742485523223877},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.48970988392829895},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.4581732749938965},{"id":"https://openalex.org/C117619785","wikidata":"https://www.wikidata.org/wiki/Q6094414","display_name":"Iterative learning control","level":3,"score":0.4372681975364685},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43531256914138794},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4311268627643585},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.4302254319190979},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37734103202819824},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31585797667503357},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.1746578812599182},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1177/0142331220977436","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0142331220977436","pdf_url":null,"source":{"id":"https://openalex.org/S24148485","display_name":"Transactions of the Institute of Measurement and Control","issn_l":"0142-3312","issn":["0142-3312","1477-0369"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transactions of the Institute of Measurement and Control","raw_type":"journal-article"},{"id":"pmh:oai:repository.londonmet.ac.uk:6176","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400140","display_name":"London Met Repository (London Metropolitan University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I126193024","host_organization_name":"London Metropolitan University","host_organization_lineage":["https://openalex.org/I126193024"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:eprints.leedsbeckett.ac.uk:7236","is_oa":true,"landing_page_url":"https://eprints.leedsbeckett.ac.uk/view/creators/Yalsavar=3AM=3A=3A.html>","pdf_url":"https://eprints.leedsbeckett.ac.uk/id/eprint/7236/1/SupportVectorMachineAndItsDifficultiesFromControlFieldOfViewAM-SHEIKHAKBARI.pdf","source":{"id":"https://openalex.org/S4306400805","display_name":"Leeds Beckett Repository (Leeds Beckett University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I84027002","host_organization_name":"Leeds Beckett University","host_organization_lineage":["https://openalex.org/I84027002"],"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":"PeerReviewed"},{"id":"pmh:oai:spiral.imperial.ac.uk:10044/1/106615","is_oa":false,"landing_page_url":"http://hdl.handle.net/10044/1/106615","pdf_url":null,"source":{"id":"https://openalex.org/S4306401396","display_name":"Spiral (Imperial College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I47508984","host_organization_name":"Imperial College London","host_organization_lineage":["https://openalex.org/I47508984"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"1842","raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:eprints.leedsbeckett.ac.uk:7236","is_oa":true,"landing_page_url":"https://eprints.leedsbeckett.ac.uk/view/creators/Yalsavar=3AM=3A=3A.html>","pdf_url":"https://eprints.leedsbeckett.ac.uk/id/eprint/7236/1/SupportVectorMachineAndItsDifficultiesFromControlFieldOfViewAM-SHEIKHAKBARI.pdf","source":{"id":"https://openalex.org/S4306400805","display_name":"Leeds Beckett Repository (Leeds Beckett University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I84027002","host_organization_name":"Leeds Beckett University","host_organization_lineage":["https://openalex.org/I84027002"],"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":"PeerReviewed"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3108794112.pdf","grobid_xml":"https://content.openalex.org/works/W3108794112.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W132749536","https://openalex.org/W146900863","https://openalex.org/W1505221844","https://openalex.org/W1510073064","https://openalex.org/W1573528873","https://openalex.org/W1676317136","https://openalex.org/W1880350029","https://openalex.org/W1965575648","https://openalex.org/W1984500730","https://openalex.org/W2000150941","https://openalex.org/W2010483898","https://openalex.org/W2041387425","https://openalex.org/W2050069736","https://openalex.org/W2091350393","https://openalex.org/W2099680562","https://openalex.org/W2107382837","https://openalex.org/W2116920932","https://openalex.org/W2117122232","https://openalex.org/W2124005350","https://openalex.org/W2124351082","https://openalex.org/W2133870693","https://openalex.org/W2136128447","https://openalex.org/W2140745807","https://openalex.org/W2143628522","https://openalex.org/W2149684865","https://openalex.org/W2156135142","https://openalex.org/W2158001550","https://openalex.org/W2159038290","https://openalex.org/W2167675176","https://openalex.org/W2168029749","https://openalex.org/W2209358236","https://openalex.org/W2279246192","https://openalex.org/W2403153566","https://openalex.org/W2498715367","https://openalex.org/W2586297576","https://openalex.org/W2621019941","https://openalex.org/W2741951152","https://openalex.org/W2743758565","https://openalex.org/W2810381476","https://openalex.org/W2886793380","https://openalex.org/W2907000422","https://openalex.org/W2912392407","https://openalex.org/W2943364687","https://openalex.org/W2993395372","https://openalex.org/W4213009331","https://openalex.org/W4229844832","https://openalex.org/W4233600818","https://openalex.org/W4242895474","https://openalex.org/W4251833458","https://openalex.org/W4251887783","https://openalex.org/W4293874907","https://openalex.org/W4297991595"],"related_works":["https://openalex.org/W2089892314","https://openalex.org/W1603091392","https://openalex.org/W4386075310","https://openalex.org/W2095626363","https://openalex.org/W2169565408","https://openalex.org/W2127229869","https://openalex.org/W3123056048","https://openalex.org/W2129978300","https://openalex.org/W2150638158","https://openalex.org/W2121506664"],"abstract_inverted_index":{"The":[0,58,88],"application":[1],"of":[2,19,23,28,85,92,99,122,139,143,156],"the":[3,70,78,82,86,93,97,100,128],"support":[4,24,157],"vector":[5],"machine":[6],"(SVM)":[7],"classification":[8],"algorithm":[9,95],"to":[10,16,53,102],"large-scale":[11],"datasets":[12,117],"is":[13,39,51],"limited":[14],"due":[15],"its":[17,29,32,74,106],"use":[18],"a":[20,42,119,152],"large":[21],"number":[22,155],"vectors":[25],"and":[26,45,66,73,81,104,145],"dependency":[27],"performance":[30],"on":[31],"kernel":[33,56,71],"parameter.":[34,57],"In":[35],"this":[36],"paper,":[37],"SVM":[38,147],"redefined":[40],"as":[41],"control":[43,48],"system":[44],"iterative":[46],"learning":[47],"(ILC)":[49],"method":[50,130],"used":[52],"optimize":[54],"SVM\u2019s":[55],"ILC":[59],"technique":[60,101],"first":[61],"defines":[62],"an":[63],"error":[64,80],"equation":[65],"then":[67],"iteratively":[68],"updates":[69],"function":[72],"regularization":[75],"parameter":[76],"using":[77,113,151],"training":[79],"previous":[83],"state":[84],"system.":[87],"closed":[89],"loop":[90],"structure":[91],"proposed":[94,129],"increases":[96],"robustness":[98],"uncertainty":[103],"improves":[105],"convergence":[107],"speed.":[108],"Experimental":[109,124],"results":[110,125,136],"were":[111],"generated":[112],"nine":[114],"standard":[115],"benchmark":[116],"covering":[118],"wide":[120],"range":[121],"applications.":[123],"show":[126],"that":[127],"generates":[131],"superior":[132],"or":[133],"very":[134],"competitive":[135],"in":[137],"term":[138],"accuracy":[140],"than":[141],"those":[142],"classical":[144],"state-of-the-art":[146],"based":[148],"techniques":[149],"while":[150],"significantly":[153],"smaller":[154],"vectors.":[158]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
