{"id":"https://openalex.org/W1976724965","doi":"https://doi.org/10.1142/s012906571250027x","title":"APPLICATION OF EMPIRICAL MODE DECOMPOSITION (EMD) FOR AUTOMATED DETECTION OF EPILEPSY USING EEG SIGNALS","display_name":"APPLICATION OF EMPIRICAL MODE DECOMPOSITION (EMD) FOR AUTOMATED DETECTION OF EPILEPSY USING EEG SIGNALS","publication_year":2012,"publication_date":"2012-09-28","ids":{"openalex":"https://openalex.org/W1976724965","doi":"https://doi.org/10.1142/s012906571250027x","mag":"1976724965","pmid":"https://pubmed.ncbi.nlm.nih.gov/23186276"},"language":"en","primary_location":{"id":"doi:10.1142/s012906571250027x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s012906571250027x","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5086109759","display_name":"Roshan Joy Martis","orcid":"https://orcid.org/0000-0002-3760-4970"},"institutions":[{"id":"https://openalex.org/I58236372","display_name":"Ngee Ann Polytechnic","ror":"https://ror.org/01w953x65","country_code":"SG","type":"education","lineage":["https://openalex.org/I58236372"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"ROSHAN JOY MARTIS","raw_affiliation_strings":["Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore","institution_ids":["https://openalex.org/I58236372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074179735","display_name":"U. Rajendra Acharya","orcid":"https://orcid.org/0000-0003-2689-8552"},"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"]},{"id":"https://openalex.org/I58236372","display_name":"Ngee Ann Polytechnic","ror":"https://ror.org/01w953x65","country_code":"SG","type":"education","lineage":["https://openalex.org/I58236372"]}],"countries":["MY","SG"],"is_corresponding":false,"raw_author_name":"U. RAJENDRA ACHARYA","raw_affiliation_strings":["Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Malaysia","Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore","institution_ids":["https://openalex.org/I58236372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077976730","display_name":"Jen Hong Tan","orcid":"https://orcid.org/0000-0002-7785-2987"},"institutions":[{"id":"https://openalex.org/I58236372","display_name":"Ngee Ann Polytechnic","ror":"https://ror.org/01w953x65","country_code":"SG","type":"education","lineage":["https://openalex.org/I58236372"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"JEN HONG TAN","raw_affiliation_strings":["Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore","institution_ids":["https://openalex.org/I58236372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035932207","display_name":"Andrea Petznick","orcid":null},"institutions":[{"id":"https://openalex.org/I4210116917","display_name":"Singapore Eye Research Institute","ror":"https://ror.org/02crz6e12","country_code":"SG","type":"facility","lineage":["https://openalex.org/I4210116917"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"ANDREA PETZNICK","raw_affiliation_strings":["Singapore Eye Research Institute, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore Eye Research Institute, Singapore","institution_ids":["https://openalex.org/I4210116917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109152247","display_name":"Ratna Yanti","orcid":null},"institutions":[{"id":"https://openalex.org/I58236372","display_name":"Ngee Ann Polytechnic","ror":"https://ror.org/01w953x65","country_code":"SG","type":"education","lineage":["https://openalex.org/I58236372"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"RATNA YANTI","raw_affiliation_strings":["Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore","institution_ids":["https://openalex.org/I58236372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073636877","display_name":"Chua Kuang Chua","orcid":null},"institutions":[{"id":"https://openalex.org/I58236372","display_name":"Ngee Ann Polytechnic","ror":"https://ror.org/01w953x65","country_code":"SG","type":"education","lineage":["https://openalex.org/I58236372"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"CHUA KUANG CHUA","raw_affiliation_strings":["Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore","institution_ids":["https://openalex.org/I58236372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031091803","display_name":"E. Y. K. Ng","orcid":"https://orcid.org/0000-0002-5701-1080"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"E. Y. K. NG","raw_affiliation_strings":["School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798, Singapore","School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798, Singapore#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798, Singapore#TAB#","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106715625","display_name":"Louis Tong","orcid":"https://orcid.org/0000-0002-3986-6552"},"institutions":[{"id":"https://openalex.org/I2799299286","display_name":"Singapore National Eye Center","ror":"https://ror.org/029nvrb94","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I2799299286"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"LOUIS TONG","raw_affiliation_strings":["Singapore National Eye Centre, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore National Eye Centre, Singapore","institution_ids":["https://openalex.org/I2799299286"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5086109759"],"corresponding_institution_ids":["https://openalex.org/I58236372"],"apc_list":null,"apc_paid":null,"fwci":5.7891,"has_fulltext":false,"cited_by_count":238,"citation_normalized_percentile":{"value":0.96821175,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"22","issue":"06","first_page":"1250027","last_page":"1250027"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9945999979972839,"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/T10581","display_name":"Neural dynamics and brain function","score":0.965399980545044,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hilbert\u2013huang-transform","display_name":"Hilbert\u2013Huang transform","score":0.9387139081954956},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7180421352386475},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6814318299293518},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6127580404281616},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6082339286804199},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5913554430007935},{"id":"https://openalex.org/keywords/ictal","display_name":"Ictal","score":0.5621868371963501},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.4871673285961151},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.459076851606369},{"id":"https://openalex.org/keywords/time\u2013frequency-analysis","display_name":"Time\u2013frequency analysis","score":0.4259076416492462},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4255511462688446},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.29732030630111694},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.27775511145591736},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.25577235221862793},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10845920443534851},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.10144293308258057}],"concepts":[{"id":"https://openalex.org/C25570617","wikidata":"https://www.wikidata.org/wiki/Q1006462","display_name":"Hilbert\u2013Huang transform","level":3,"score":0.9387139081954956},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7180421352386475},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6814318299293518},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6127580404281616},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6082339286804199},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5913554430007935},{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.5621868371963501},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.4871673285961151},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.459076851606369},{"id":"https://openalex.org/C142433447","wikidata":"https://www.wikidata.org/wiki/Q7806653","display_name":"Time\u2013frequency analysis","level":3,"score":0.4259076416492462},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4255511462688446},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29732030630111694},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.27775511145591736},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.25577235221862793},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10845920443534851},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.10144293308258057},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003663","descriptor_name":"Decision Trees","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058256","descriptor_name":"Brain Waves","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D058256","descriptor_name":"Brain Waves","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D058256","descriptor_name":"Brain Waves","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1142/s012906571250027x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s012906571250027x","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:23186276","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23186276","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of neural systems","raw_type":null},{"id":"pmh:oai:dr.ntu.edu.sg:10356/96823","is_oa":false,"landing_page_url":"https://hdl.handle.net/10220/11625","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1476286403","https://openalex.org/W1505943987","https://openalex.org/W1636374184","https://openalex.org/W1966835677","https://openalex.org/W1968028223","https://openalex.org/W1968717940","https://openalex.org/W1970415653","https://openalex.org/W1971386783","https://openalex.org/W1975527028","https://openalex.org/W1982421280","https://openalex.org/W1989906353","https://openalex.org/W1990441178","https://openalex.org/W1992296489","https://openalex.org/W1992711095","https://openalex.org/W1999771120","https://openalex.org/W2003060166","https://openalex.org/W2004718447","https://openalex.org/W2004731943","https://openalex.org/W2005491259","https://openalex.org/W2007221293","https://openalex.org/W2016212429","https://openalex.org/W2024633000","https://openalex.org/W2026642146","https://openalex.org/W2030718155","https://openalex.org/W2039355849","https://openalex.org/W2039515753","https://openalex.org/W2041935121","https://openalex.org/W2042013578","https://openalex.org/W2042323927","https://openalex.org/W2053744708","https://openalex.org/W2062895901","https://openalex.org/W2071756182","https://openalex.org/W2072473279","https://openalex.org/W2090773675","https://openalex.org/W2096125904","https://openalex.org/W2098149468","https://openalex.org/W2107541057","https://openalex.org/W2107941496","https://openalex.org/W2113894235","https://openalex.org/W2117228279","https://openalex.org/W2119234283","https://openalex.org/W2122923860","https://openalex.org/W2144365512","https://openalex.org/W2152038052","https://openalex.org/W2152703446","https://openalex.org/W2158076175","https://openalex.org/W2158468574","https://openalex.org/W2158976038","https://openalex.org/W2162726907","https://openalex.org/W2165150981","https://openalex.org/W2326159140","https://openalex.org/W2494580091","https://openalex.org/W2799061466","https://openalex.org/W3009948084","https://openalex.org/W4234795407","https://openalex.org/W4239875977","https://openalex.org/W4248307879"],"related_works":["https://openalex.org/W2364188284","https://openalex.org/W116012085","https://openalex.org/W2189003114","https://openalex.org/W2108583803","https://openalex.org/W2387231345","https://openalex.org/W2078332635","https://openalex.org/W2360197403","https://openalex.org/W4283516365","https://openalex.org/W2591672004","https://openalex.org/W2139622158"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1,34,66,186],"a":[2,22,63],"global":[3],"disease":[4],"with":[5],"considerable":[6],"incidence":[7],"due":[8],"to":[9,68,128],"recurrent":[10],"unprovoked":[11],"seizures.":[12],"These":[13],"seizures":[14],"can":[15,195],"be":[16,196],"noninvasively":[17],"diagnosed":[18],"using":[19,78,83,145,178],"electroencephalogram":[20],"(EEG),":[21],"measure":[23],"of":[24,54,72,103,143,148,167,171,176],"neuronal":[25],"electrical":[26],"activity":[27],"in":[28,40,57,121],"brain":[29],"recorded":[30],"along":[31],"scalp.":[32],"EEG":[33,71,81],"highly":[35],"nonlinear,":[36],"nonstationary":[37],"and":[38,75,94,98,108,118,126,153,157,173,194],"non-Gaussian":[39],"nature.":[41],"Nonlinear":[42],"adaptive":[43],"models":[44],"such":[45,112],"as":[46,113],"empirical":[47],"mode":[48,88],"decomposition":[49,82],"(EMD)":[50],"provide":[51],"intuitive":[52],"understanding":[53],"information":[55],"present":[56],"these":[58,104],"signals.":[59],"In":[60,135],"this":[61,136],"study":[62],"novel":[64],"methodology":[65,185],"proposed":[67],"automatically":[69],"classify":[70],"normal,":[73],"inter-ictal":[74],"ictal":[76],"subjects":[77],"EMD":[79,84],"decomposition.":[80],"yields":[85],"few":[86],"intrinsic":[87],"functions":[89],"(IMF),":[90],"which":[91],"are":[92,124],"amplitude":[93],"frequency":[95],"modulated":[96],"(AM":[97],"FM)":[99],"waves.":[100],"Hilbert":[101],"transform":[102],"IMF":[105,123],"provides":[106],"AM":[107],"FM":[109],"frequencies.":[110],"Features":[111],"spectral":[114,116,119],"peaks,":[115],"entropy":[117],"energy":[120],"each":[122],"extracted":[125],"fed":[127],"decision":[129,149,180],"tree":[130,155,181],"classifier":[131],"for":[132,188,198],"automated":[133],"diagnosis.":[134],"work,":[137],"we":[138],"have":[139,161],"compared":[140],"the":[141,163],"performance":[142],"classification":[144,152],"two":[146],"types":[147],"trees":[150],"(i)":[151],"regression":[154],"(CART)":[156],"(ii)":[158],"C4.5.":[159],"We":[160],"obtained":[162],"highest":[164],"average":[165,169,174],"accuracy":[166],"95.33%,":[168],"sensitivity":[170],"98%,":[172],"specificity":[175],"97%":[177],"C4.5":[179],"classifier.":[182],"The":[183],"developed":[184],"ready":[187],"clinical":[189],"validation":[190],"on":[191],"large":[192],"databases":[193],"deployed":[197],"mass":[199],"screening.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":23},{"year":2020,"cited_by_count":33},{"year":2019,"cited_by_count":28},{"year":2018,"cited_by_count":15},{"year":2017,"cited_by_count":25},{"year":2016,"cited_by_count":18},{"year":2015,"cited_by_count":15},{"year":2014,"cited_by_count":14},{"year":2013,"cited_by_count":10},{"year":2012,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
