{"id":"https://openalex.org/W2331313489","doi":"https://doi.org/10.1109/embc.2014.6944317","title":"Novel feature extraction method based on weight difference of weighted network for epileptic seizure detection","display_name":"Novel feature extraction method based on weight difference of weighted network for epileptic seizure detection","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W2331313489","doi":"https://doi.org/10.1109/embc.2014.6944317","mag":"2331313489","pmid":"https://pubmed.ncbi.nlm.nih.gov/25570685"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2014.6944317","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944317","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-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/A5054214751","display_name":"Fenglin Wang","orcid":"https://orcid.org/0000-0002-5872-2693"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fenglin Wang","raw_affiliation_strings":["School of Information Science and Engineering, University of Jinan, Jinan, China","Shandong Provincial Key laboratory of Network Based Intelligent Computing, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]},{"raw_affiliation_string":"Shandong Provincial Key laboratory of Network Based Intelligent Computing, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101704282","display_name":"Qingfang Meng","orcid":"https://orcid.org/0000-0003-0387-8903"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingfang Meng","raw_affiliation_strings":["School of Information Science and Engineering, University of Jinan, Jinan, China","Shandong Provincial Key laboratory of Network Based Intelligent Computing, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]},{"raw_affiliation_string":"Shandong Provincial Key laboratory of Network Based Intelligent Computing, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101805954","display_name":"Hongbo Xie","orcid":"https://orcid.org/0000-0003-2116-973X"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hong-Bo Xie","raw_affiliation_strings":["Graduate School of Biomedical Engineering, University of New South Wales, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Graduate School of Biomedical Engineering, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036479222","display_name":"Yuehui Chen","orcid":"https://orcid.org/0000-0002-5265-903X"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuehui Chen","raw_affiliation_strings":["School of Information Science and Engineering, University of Jinan, Jinan, China","Shandong Provincial Key laboratory of Network Based Intelligent Computing, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]},{"raw_affiliation_string":"Shandong Provincial Key laboratory of Network Based Intelligent Computing, Jinan, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5054214751"],"corresponding_institution_ids":["https://openalex.org/I34949971"],"apc_list":null,"apc_paid":null,"fwci":0.3062,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.60135358,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"29","issue":null,"first_page":"3256","last_page":"3259"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.996399998664856,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9700999855995178,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.7796585559844971},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7556372880935669},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7378722429275513},{"id":"https://openalex.org/keywords/ictal","display_name":"Ictal","score":0.6640232801437378},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6604593992233276},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6581772565841675},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.6382020115852356},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6302634477615356},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.410762757062912},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09208795428276062}],"concepts":[{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.7796585559844971},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7556372880935669},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7378722429275513},{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.6640232801437378},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6604593992233276},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6581772565841675},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.6382020115852356},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6302634477615356},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.410762757062912},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09208795428276062},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019277","descriptor_name":"Entropy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2014.6944317","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944317","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:25570685","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25570685","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.5199999809265137}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1498584892","https://openalex.org/W1980176542","https://openalex.org/W1986689874","https://openalex.org/W1988998152","https://openalex.org/W1995165836","https://openalex.org/W2012383929","https://openalex.org/W2025763088","https://openalex.org/W2027927824","https://openalex.org/W2041935121","https://openalex.org/W2053744708","https://openalex.org/W2055538060","https://openalex.org/W2058532765","https://openalex.org/W2078794447","https://openalex.org/W2093446113","https://openalex.org/W2132606761","https://openalex.org/W2160867523","https://openalex.org/W2221831393","https://openalex.org/W2320947737","https://openalex.org/W2361356879","https://openalex.org/W6629813036","https://openalex.org/W6670279954"],"related_works":["https://openalex.org/W2075017247","https://openalex.org/W2405240590","https://openalex.org/W2809907213","https://openalex.org/W3091390542","https://openalex.org/W2032664813","https://openalex.org/W2166624857","https://openalex.org/W2363907062","https://openalex.org/W2393137063","https://openalex.org/W1981989525","https://openalex.org/W2331313489"],"abstract_inverted_index":{"The":[0,49],"extraction":[1,36],"method":[2,37],"of":[3,24,43,62,74,136],"classification":[4,83,105,113],"feature":[5,35,89,104,110,123],"is":[6,47,52,79,90],"primary":[7],"and":[8,58,132],"core":[9],"problem":[10],"in":[11,66],"all":[12,63],"epileptic":[13,33,95,138],"EEG":[14,34,50,96,128,131],"detection":[15,26],"algorithms,":[16],"since":[17],"it":[18],"can":[19,124],"seriously":[20],"affect":[21],"the":[22,25,40,59,64,67,72,82,87,94,102,108,121,126],"performance":[23],"algorithm.":[27],"In":[28],"this":[29],"paper,":[30],"a":[31],"novel":[32],"based":[38,106],"on":[39,107],"statistical":[41],"parameter":[42],"weighted":[44,56],"complex":[45],"network":[46,57,68],"proposed.":[48],"signal":[51],"first":[53],"transformed":[54],"into":[55],"weight":[60,77],"differences":[61,78],"nodes":[65],"are":[69],"analyzed.":[70],"Then":[71],"sum":[73],"top":[75],"quintile":[76],"extracted":[80,88,109,122],"as":[81],"feature.":[84],"At":[85],"last,":[86],"applied":[91],"to":[92,116],"classify":[93],"dataset.":[97],"Experimental":[98],"results":[99],"show":[100],"that":[101,120],"single":[103],"obtains":[111],"higher":[112],"accuracy":[114],"up":[115],"94.75%,":[117],"which":[118],"indicates":[119],"distinguish":[125],"ictal":[127],"from":[129],"interictal":[130],"has":[133],"great":[134],"potentiality":[135],"real-time":[137],"seizures":[139],"detection.":[140]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
