{"id":"https://openalex.org/W2154616960","doi":"https://doi.org/10.1109/bhi.2012.6211507","title":"EEG feature extraction using parametric and non-parametric models","display_name":"EEG feature extraction using parametric and non-parametric models","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W2154616960","doi":"https://doi.org/10.1109/bhi.2012.6211507","mag":"2154616960"},"language":"en","primary_location":{"id":"doi:10.1109/bhi.2012.6211507","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi.2012.6211507","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics","raw_type":"proceedings-article"},"type":"conference-paper","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/A5082374791","display_name":"Farid Shiman","orcid":null},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"F. Shiman","raw_affiliation_strings":["Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080587443","display_name":"Shervin Safavi","orcid":"https://orcid.org/0000-0002-2868-530X"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"S. H. Safavi","raw_affiliation_strings":["Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113691079","display_name":"Fatemeh Molaei Vaneghi","orcid":null},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"F. M. Vaneghi","raw_affiliation_strings":["Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037019407","display_name":"Maysam Oladazimi","orcid":null},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"M. Oladazimi","raw_affiliation_strings":["Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043354202","display_name":"Majid Safari","orcid":"https://orcid.org/0000-0001-7777-0052"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"M. J. Safari","raw_affiliation_strings":["Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073733053","display_name":"Fatimah Ibrahim","orcid":"https://orcid.org/0000-0003-1804-4362"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"F. Ibrahim","raw_affiliation_strings":["Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Informatics and Biological ElectroMechanical Systems(MIMEMS), Specialized Laboratory, Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I33849332"],"apc_list":null,"apc_paid":null,"fwci":1.7276,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.83264033,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"66","last_page":"70"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9930999875068665,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.8357925415039062},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.772146999835968},{"id":"https://openalex.org/keywords/nonparametric-statistics","display_name":"Nonparametric statistics","score":0.7457610368728638},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7437943816184998},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6583495140075684},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6176837682723999},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5837452411651611},{"id":"https://openalex.org/keywords/parametric-model","display_name":"Parametric model","score":0.5340892672538757},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4829789698123932},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.46975114941596985},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4051308333873749},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.15224048495292664},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1318650245666504},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08453801274299622}],"concepts":[{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.8357925415039062},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.772146999835968},{"id":"https://openalex.org/C102366305","wikidata":"https://www.wikidata.org/wiki/Q1097688","display_name":"Nonparametric statistics","level":2,"score":0.7457610368728638},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7437943816184998},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6583495140075684},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6176837682723999},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5837452411651611},{"id":"https://openalex.org/C24574437","wikidata":"https://www.wikidata.org/wiki/Q7135228","display_name":"Parametric model","level":3,"score":0.5340892672538757},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4829789698123932},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.46975114941596985},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4051308333873749},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.15224048495292664},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1318650245666504},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08453801274299622},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bhi.2012.6211507","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi.2012.6211507","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics","raw_type":"proceedings-article"},{"id":"pmh:oai:escidoc.org:escidoc:2604382","is_oa":false,"landing_page_url":"http://hdl.handle.net/21.11116/0000-0001-8F67-B","pdf_url":null,"source":{"id":"https://openalex.org/S7407052962","display_name":"Max Planck Digital Library","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210088280","host_organization_name":"Max Planck Digital Library","host_organization_lineage":["https://openalex.org/I4210088280"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W72246385","https://openalex.org/W136168889","https://openalex.org/W422840576","https://openalex.org/W1483041053","https://openalex.org/W1594370780","https://openalex.org/W1896921102","https://openalex.org/W1967152367","https://openalex.org/W1976458991","https://openalex.org/W1998280560","https://openalex.org/W2001336532","https://openalex.org/W2003646190","https://openalex.org/W2027412601","https://openalex.org/W2053195880","https://openalex.org/W2053695963","https://openalex.org/W2091584283","https://openalex.org/W2119622871","https://openalex.org/W2120718005","https://openalex.org/W2130133014","https://openalex.org/W2141814086","https://openalex.org/W2151351731","https://openalex.org/W2155194197","https://openalex.org/W2156836149","https://openalex.org/W2164397853","https://openalex.org/W2479554553","https://openalex.org/W2541029446","https://openalex.org/W6841201393"],"related_works":["https://openalex.org/W2096947471","https://openalex.org/W2011903341","https://openalex.org/W2529605301","https://openalex.org/W2281539319","https://openalex.org/W2164993559","https://openalex.org/W3021133747","https://openalex.org/W1485223389","https://openalex.org/W2013882407","https://openalex.org/W2040597492","https://openalex.org/W1981436518"],"abstract_inverted_index":{"We":[0,16],"have":[1],"conducted":[2],"extensive":[3],"review":[4],"on":[5,49],"parametric":[6,32],"and":[7,14],"nonparametric":[8],"methods":[9],"for":[10,39],"EEG":[11,40,51],"feature":[12],"extraction":[13],"application.":[15],"believe":[17],"that":[18,31],"this":[19],"is":[20],"the":[21,50],"first":[22],"attempt":[23],"to":[24],"compare":[25],"all":[26],"methods.":[27],"Our":[28],"findings":[29],"indicate":[30],"method":[33,44],"does":[34],"not":[35],"provide":[36],"good":[37],"performance":[38],"signal":[41],"while":[42],"non-parametric":[43],"lack":[45],"of":[46],"detail":[47],"information":[48],"analysis.":[52]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":4}],"updated_date":"2026-08-13T07:04:57.449891","created_date":"2025-10-10T00:00:00"}