{"id":"https://openalex.org/W4388498064","doi":"https://doi.org/10.1007/s10115-023-01993-5","title":"Supervised feature selection using principal component analysis","display_name":"Supervised feature selection using principal component analysis","publication_year":2023,"publication_date":"2023-11-08","ids":{"openalex":"https://openalex.org/W4388498064","doi":"https://doi.org/10.1007/s10115-023-01993-5"},"language":"en","primary_location":{"id":"doi:10.1007/s10115-023-01993-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10115-023-01993-5","pdf_url":null,"source":{"id":"https://openalex.org/S81770430","display_name":"Knowledge and Information Systems","issn_l":"0219-1377","issn":["0219-1377","0219-3116"],"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":"Knowledge and Information Systems","raw_type":"journal-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/A5048654108","display_name":"Fariq Rahmat","orcid":null},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Fariq Rahmat","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057554100","display_name":"Zed Zulkafli","orcid":"https://orcid.org/0000-0001-6271-8593"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Zed Zulkafli","raw_affiliation_strings":["Department of Civil Engineering, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102910867","display_name":"Asnor Juraiza Ishak","orcid":"https://orcid.org/0000-0002-4792-189X"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Asnor Juraiza Ishak","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110251415","display_name":"Ribhan Zafira Abdul Rahman","orcid":"https://orcid.org/0000-0003-0703-9090"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ribhan Zafira Abdul\u00a0Rahman","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062027269","display_name":"Simon De Stercke","orcid":"https://orcid.org/0000-0003-0702-1691"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Simon De Stercke","raw_affiliation_strings":["Department of Civil and Environmental Engineering, Imperial College London, South Kensington, London, SW7 2BX, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Imperial College London, South Kensington, London, SW7 2BX, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081319882","display_name":"Wouter Buytaert","orcid":"https://orcid.org/0000-0001-6994-4454"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Wouter Buytaert","raw_affiliation_strings":["Department of Civil and Environmental Engineering, Imperial College London, South Kensington, London, SW7 2BX, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Imperial College London, South Kensington, London, SW7 2BX, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023231339","display_name":"Wardah Tahir","orcid":"https://orcid.org/0000-0002-1694-5389"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Wardah Tahir","raw_affiliation_strings":["School of Civil Engineering, College of Engineering Universiti Teknologi Mara, 40450, Shah Alam, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Civil Engineering, College of Engineering Universiti Teknologi Mara, 40450, Shah Alam, Selangor, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079523682","display_name":"Jamalludin Ab Rahman","orcid":"https://orcid.org/0000-0003-4323-1194"},"institutions":[{"id":"https://openalex.org/I4164984","display_name":"International Islamic University Malaysia","ror":"https://ror.org/03s9hs139","country_code":"MY","type":"education","lineage":["https://openalex.org/I4164984"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Jamalludin Ab\u00a0Rahman","raw_affiliation_strings":["Department of Community Medicine, Kulliyyah of Medicine, International Islamic University Malaysia, 25200, Kuantan, Pahang, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Community Medicine, Kulliyyah of Medicine, International Islamic University Malaysia, 25200, Kuantan, Pahang, Malaysia","institution_ids":["https://openalex.org/I4164984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104195228","display_name":"Salwa Ibrahim","orcid":null},"institutions":[{"id":"https://openalex.org/I105292261","display_name":"Ministry of Health","ror":"https://ror.org/05ddxe180","country_code":"MY","type":"government","lineage":["https://openalex.org/I105292261"]},{"id":"https://openalex.org/I4210156952","display_name":"Malaysia Theological Seminary","ror":"https://ror.org/05jhctt84","country_code":"MY","type":"education","lineage":["https://openalex.org/I4210156952"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Salwa Ibrahim","raw_affiliation_strings":["Negeri Sembilan State Health Department, Ministry of Health Malaysia, 70300, Seremban, Negeri Sembilan, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Negeri Sembilan State Health Department, Ministry of Health Malaysia, 70300, Seremban, Negeri Sembilan, Malaysia","institution_ids":["https://openalex.org/I105292261","https://openalex.org/I4210156952"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028872132","display_name":"Muhamad Taufik Ismail","orcid":"https://orcid.org/0000-0002-8239-997X"},"institutions":[{"id":"https://openalex.org/I105292261","display_name":"Ministry of Health","ror":"https://ror.org/05ddxe180","country_code":"MY","type":"government","lineage":["https://openalex.org/I105292261"]},{"id":"https://openalex.org/I4210156952","display_name":"Malaysia Theological Seminary","ror":"https://ror.org/05jhctt84","country_code":"MY","type":"education","lineage":["https://openalex.org/I4210156952"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Muhamad Ismail","raw_affiliation_strings":["Negeri Sembilan State Health Department, Ministry of Health Malaysia, 70300, Seremban, Negeri Sembilan, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Negeri Sembilan State Health Department, Ministry of Health Malaysia, 70300, Seremban, Negeri Sembilan, Malaysia","institution_ids":["https://openalex.org/I105292261","https://openalex.org/I4210156952"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5057554100"],"corresponding_institution_ids":["https://openalex.org/I130343225"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":null,"fwci":8.8663,"has_fulltext":false,"cited_by_count":51,"citation_normalized_percentile":{"value":0.98516989,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"66","issue":"3","first_page":"1955","last_page":"1995"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14406","display_name":"Multidisciplinary Science and Engineering Research","score":0.9922000169754028,"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"}},"topics":[{"id":"https://openalex.org/T14406","display_name":"Multidisciplinary Science and Engineering Research","score":0.9922000169754028,"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"}},{"id":"https://openalex.org/T13141","display_name":"Statistical Methods and Applications","score":0.9908999800682068,"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/T11871","display_name":"Advanced Statistical Methods and Models","score":0.9678000211715698,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.7943398952484131},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7551541328430176},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6994960308074951},{"id":"https://openalex.org/keywords/lasso","display_name":"Lasso (programming language)","score":0.6993119716644287},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.684282124042511},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6165688633918762},{"id":"https://openalex.org/keywords/principal-component-regression","display_name":"Principal component regression","score":0.6154770255088806},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5041650533676147},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4696005582809448},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.4648081064224243},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45409151911735535},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.4416297376155853},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42497098445892334},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4022994637489319},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3451099991798401},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2725202143192291}],"concepts":[{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.7943398952484131},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7551541328430176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6994960308074951},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.6993119716644287},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.684282124042511},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6165688633918762},{"id":"https://openalex.org/C74887250","wikidata":"https://www.wikidata.org/wiki/Q3455892","display_name":"Principal component regression","level":3,"score":0.6154770255088806},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5041650533676147},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4696005582809448},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.4648081064224243},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45409151911735535},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.4416297376155853},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42497098445892334},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4022994637489319},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3451099991798401},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2725202143192291},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10115-023-01993-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10115-023-01993-5","pdf_url":null,"source":{"id":"https://openalex.org/S81770430","display_name":"Knowledge and Information Systems","issn_l":"0219-1377","issn":["0219-1377","0219-3116"],"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":"Knowledge and Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:psasir.upm.edu.my:110338","is_oa":false,"landing_page_url":"https://link.springer.com/article/10.1007/s10115-023-01993-5?error=cookies_not_supported&code=26d4082c-44cd-4a6b-95c7-0d84a3dabd51","pdf_url":null,"source":{"id":"https://openalex.org/S4377196260","display_name":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130343225","host_organization_name":"Universiti Putra Malaysia","host_organization_lineage":["https://openalex.org/I130343225"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3081291356","display_name":null,"funder_award_id":"NE/S003053/1","funder_id":"https://openalex.org/F4320320022","funder_display_name":"Sight Research UK"},{"id":"https://openalex.org/G7662242945","display_name":null,"funder_award_id":"NE/S003053/1","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"}],"funders":[{"id":"https://openalex.org/F4320320022","display_name":"Sight Research UK","ror":"https://ror.org/03z2py885"},{"id":"https://openalex.org/F4320334631","display_name":"Natural Environment Research Council","ror":"https://ror.org/02b5d8509"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W144691381","https://openalex.org/W1995806857","https://openalex.org/W2004010576","https://openalex.org/W2009927598","https://openalex.org/W2010043809","https://openalex.org/W2012513891","https://openalex.org/W2029199047","https://openalex.org/W2128728535","https://openalex.org/W2149772057","https://openalex.org/W2218575918","https://openalex.org/W2327603145","https://openalex.org/W2411631905","https://openalex.org/W2492985163","https://openalex.org/W2726755599","https://openalex.org/W2883529134","https://openalex.org/W2898001300","https://openalex.org/W2913415832","https://openalex.org/W2923142038","https://openalex.org/W2982173530","https://openalex.org/W4210440648","https://openalex.org/W4380684657"],"related_works":["https://openalex.org/W2380784125","https://openalex.org/W1995622179","https://openalex.org/W1484111231","https://openalex.org/W1552543208","https://openalex.org/W2074396517","https://openalex.org/W2810025138","https://openalex.org/W2166963679","https://openalex.org/W2187269125","https://openalex.org/W1997711767","https://openalex.org/W20047544"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":30},{"year":2024,"cited_by_count":8}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}