{"id":"https://openalex.org/W2112619846","doi":"https://doi.org/10.1109/cdc.2009.5399563","title":"Improved independent component regression modeling","display_name":"Improved independent component regression modeling","publication_year":2009,"publication_date":"2009-12-01","ids":{"openalex":"https://openalex.org/W2112619846","doi":"https://doi.org/10.1109/cdc.2009.5399563","mag":"2112619846"},"language":"en","primary_location":{"id":"doi:10.1109/cdc.2009.5399563","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2009.5399563","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://repository.ust.hk/ir/bitstream/1783.1-6540/1/ImprovedIndepen.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038929132","display_name":"Chunhui Zhao","orcid":"https://orcid.org/0000-0002-0254-5763"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Chunhui Zhao","raw_affiliation_strings":["Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Hong Kong, China","[Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong]"],"affiliations":[{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"[Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong]","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002154840","display_name":"Furong Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Furong Gao","raw_affiliation_strings":["Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Hong Kong, China","[Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong]"],"affiliations":[{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"[Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong]","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100668491","display_name":"Tao Liu","orcid":"https://orcid.org/0000-0003-1243-4546"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Tao Liu","raw_affiliation_strings":["Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Hong Kong, China","[Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong]"],"affiliations":[{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"[Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong]","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102740487","display_name":"Fuli Wang","orcid":"https://orcid.org/0009-0004-2680-8793"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuli Wang","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, Liaoning, China","College of Information Science and Engineering, Northeastern University, Shenyang, Liaoning Province, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, Liaoning Province, China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5038929132"],"corresponding_institution_ids":["https://openalex.org/I200769079"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.14686293,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1507","last_page":"1512"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9979000091552734,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.6386387348175049},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6168972849845886},{"id":"https://openalex.org/keywords/independent-component-analysis","display_name":"Independent component analysis","score":0.6115752458572388},{"id":"https://openalex.org/keywords/principal-component-regression","display_name":"Principal component regression","score":0.5779211521148682},{"id":"https://openalex.org/keywords/independence","display_name":"Independence (probability theory)","score":0.573523998260498},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5575302839279175},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5435741543769836},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.5283689498901367},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41321030259132385},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40776124596595764},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38591986894607544},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3832654654979706},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3815712630748749},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.25705158710479736},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2541821002960205},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24277427792549133}],"concepts":[{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.6386387348175049},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6168972849845886},{"id":"https://openalex.org/C51432778","wikidata":"https://www.wikidata.org/wiki/Q1259145","display_name":"Independent component analysis","level":2,"score":0.6115752458572388},{"id":"https://openalex.org/C74887250","wikidata":"https://www.wikidata.org/wiki/Q3455892","display_name":"Principal component regression","level":3,"score":0.5779211521148682},{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.573523998260498},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5575302839279175},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5435741543769836},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.5283689498901367},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41321030259132385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40776124596595764},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38591986894607544},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3832654654979706},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3815712630748749},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25705158710479736},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2541821002960205},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24277427792549133},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/cdc.2009.5399563","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2009.5399563","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.ust.hk:1783.1-6540","is_oa":true,"landing_page_url":"http://repository.ust.hk/ir/Record/1783.1-6540","pdf_url":"http://repository.ust.hk/ir/bitstream/1783.1-6540/1/ImprovedIndepen.pdf","source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference paper"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-6540","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-6540","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"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":"Conference paper"}],"best_oa_location":{"id":"pmh:oai:repository.ust.hk:1783.1-6540","is_oa":true,"landing_page_url":"http://repository.ust.hk/ir/Record/1783.1-6540","pdf_url":"http://repository.ust.hk/ir/bitstream/1783.1-6540/1/ImprovedIndepen.pdf","source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference paper"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1966377777","display_name":null,"funder_award_id":"60774068","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2112619846.pdf"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W1534416612","https://openalex.org/W1968632832","https://openalex.org/W2040429619","https://openalex.org/W2058044556","https://openalex.org/W2078745962","https://openalex.org/W2089157815","https://openalex.org/W2123649031","https://openalex.org/W2136552966","https://openalex.org/W2145114096","https://openalex.org/W2900590395","https://openalex.org/W4388257621"],"related_works":["https://openalex.org/W2087137779","https://openalex.org/W2040357294","https://openalex.org/W2370136657","https://openalex.org/W2076584750","https://openalex.org/W2350748373","https://openalex.org/W1976780887","https://openalex.org/W2385092268","https://openalex.org/W3092496648","https://openalex.org/W2128633900","https://openalex.org/W2063772782"],"abstract_inverted_index":{"The":[0,121],"conventional":[1,47],"independent":[2,25],"component":[3,18],"regression":[4,19],"(ICR),":[5],"as":[6],"an":[7],"exclusive":[8],"two-step":[9],"implementation":[10],"algorithm,":[11],"has":[12],"the":[13,23,53,71,75,88,99,117],"risk":[14],"similar":[15],"to":[16,31,36],"principal":[17],"(PCR).":[20],"That":[21],"is,":[22],"extracted":[24,76],"components":[26],"(ICs)":[27],"are":[28,58,127],"not":[29],"guaranteed":[30],"be":[32,111],"informative":[33],"with":[34],"respect":[35],"quality":[37,79],"prediction":[38],"and":[39,78,101,123,129],"interpretation.":[40],"Moreover,":[41,103],"it":[42],"inherits":[43],"some":[44],"inconveniences":[45],"of":[46,55,125],"ICA.":[48],"In":[49],"this":[50],"paper,":[51],"first,":[52],"drawbacks":[54],"original":[56],"ICR":[57,63],"analyzed.":[59],"Then":[60],"a":[61,81],"modified":[62],"(M-ICR)":[64],"modeling":[65,109],"algorithm":[66],"is":[67,85],"developed.":[68],"To":[69],"enhance":[70],"causal":[72],"relationship":[73],"between":[74],"ICs":[77],"variables,":[80],"dual-objective":[82],"optimization":[83],"solution":[84],"constructed":[86],"in":[87,107,131],"first-step":[89],"feature":[90],"extraction":[91],"modeling.":[92],"It":[93],"simultaneously":[94],"considers":[95],"two-fold":[96],"statistical":[97],"requirements,":[98],"independence":[100],"quality-correlation.":[102],"their":[104],"different":[105],"roles":[106],"calibration":[108],"can":[110],"quantitatively":[112],"evaluated":[113],"by":[114],"flexibly":[115],"adjusting":[116],"sub-optimization":[118],"objective":[119],"weights.":[120],"practicability":[122],"performance":[124],"M-ICR":[126],"illustrated":[128],"discussed":[130],"simulation":[132],"experiment.":[133]},"counts_by_year":[{"year":2018,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}