{"id":"https://openalex.org/W3003115507","doi":"https://doi.org/10.1109/cisp-bmei48845.2019.8965995","title":"Patient-Specific Seizure Prediction Using Convolutional Neural Networks and Scalp EEG","display_name":"Patient-Specific Seizure Prediction Using Convolutional Neural Networks and Scalp EEG","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W3003115507","doi":"https://doi.org/10.1109/cisp-bmei48845.2019.8965995","mag":"3003115507"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei48845.2019.8965995","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei48845.2019.8965995","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-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/A5100344582","display_name":"Wei Chen","orcid":"https://orcid.org/0000-0003-3720-718X"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Chen","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100355398","display_name":"Huiyan Li","orcid":"https://orcid.org/0000-0002-5769-1020"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiyan Li","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091802090","display_name":"Hailing Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hailing Zheng","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053179522","display_name":"Yaru Yang","orcid":"https://orcid.org/0000-0002-2036-5854"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaru Yang","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100421591","display_name":"Yang Li","orcid":"https://orcid.org/0000-0002-6515-4567"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Yang","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019373318","display_name":"Yingmei Qin","orcid":"https://orcid.org/0000-0001-9912-4780"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingmei Qin","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009967329","display_name":"Chunxiao Han","orcid":"https://orcid.org/0000-0003-0647-1834"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunxiao Han","raw_affiliation_strings":["Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Information Sensing & Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education,Tianjin,China,300222","institution_ids":["https://openalex.org/I133270356"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100344582"],"corresponding_institution_ids":["https://openalex.org/I133270356"],"apc_list":null,"apc_paid":null,"fwci":0.1216,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.49647147,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"21","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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":0.9902999997138977,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/electroencephalography","display_name":"Electroencephalography","score":0.7346392869949341},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7012724876403809},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6614527702331543},{"id":"https://openalex.org/keywords/ictal","display_name":"Ictal","score":0.641004204750061},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6395573019981384},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6360045671463013},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5881216526031494},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5422720313072205},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4626280963420868},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.45584481954574585},{"id":"https://openalex.org/keywords/short-time-fourier-transform","display_name":"Short-time Fourier transform","score":0.44647279381752014},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.43034419417381287},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3757740259170532},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32577311992645264},{"id":"https://openalex.org/keywords/fourier-transform","display_name":"Fourier transform","score":0.1753920614719391},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1667073369026184},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11505702137947083},{"id":"https://openalex.org/keywords/fourier-analysis","display_name":"Fourier analysis","score":0.09518349170684814},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08624318242073059}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7346392869949341},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7012724876403809},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6614527702331543},{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.641004204750061},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6395573019981384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6360045671463013},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5881216526031494},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5422720313072205},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4626280963420868},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.45584481954574585},{"id":"https://openalex.org/C166386157","wikidata":"https://www.wikidata.org/wiki/Q1477735","display_name":"Short-time Fourier transform","level":4,"score":0.44647279381752014},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.43034419417381287},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3757740259170532},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32577311992645264},{"id":"https://openalex.org/C102519508","wikidata":"https://www.wikidata.org/wiki/Q6520159","display_name":"Fourier transform","level":2,"score":0.1753920614719391},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1667073369026184},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11505702137947083},{"id":"https://openalex.org/C203024314","wikidata":"https://www.wikidata.org/wiki/Q1365258","display_name":"Fourier analysis","level":3,"score":0.09518349170684814},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08624318242073059},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei48845.2019.8965995","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei48845.2019.8965995","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W645444931","https://openalex.org/W1556131344","https://openalex.org/W1968831876","https://openalex.org/W1973525977","https://openalex.org/W1973895663","https://openalex.org/W1997429009","https://openalex.org/W2020958211","https://openalex.org/W2025668297","https://openalex.org/W2112739286","https://openalex.org/W2120853742","https://openalex.org/W2162800060","https://openalex.org/W2163605009","https://openalex.org/W2169812774","https://openalex.org/W2170077112","https://openalex.org/W2171256257","https://openalex.org/W2232827647","https://openalex.org/W2243147875","https://openalex.org/W2317674142","https://openalex.org/W2490420619","https://openalex.org/W2549338845","https://openalex.org/W2613972249","https://openalex.org/W2618530766","https://openalex.org/W2780723646","https://openalex.org/W2781513423","https://openalex.org/W2794501960","https://openalex.org/W2799610518","https://openalex.org/W2799657112","https://openalex.org/W2887044684","https://openalex.org/W2888598199","https://openalex.org/W2894692871","https://openalex.org/W2964267916","https://openalex.org/W4293718925","https://openalex.org/W4300537891","https://openalex.org/W6633205339","https://openalex.org/W6747066933","https://openalex.org/W6754133652"],"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/W4310813901","https://openalex.org/W2166624857","https://openalex.org/W1927135183","https://openalex.org/W1981989525","https://openalex.org/W2331313489"],"abstract_inverted_index":{"Seizures":[0,28],"are":[1],"key":[2],"characteristics":[3],"epilepsy,":[4],"which":[5],"can":[6],"be":[7],"captured":[8],"by":[9],"scalp":[10],"EEG.":[11],"An":[12],"accurate":[13],"method":[14],"of":[15,26,71,98,112,118,133,137],"predicting":[16],"seizures":[17],"will":[18],"help":[19],"to":[20,42,67,94,108],"alleviate":[21],"the":[22,56,72,79,96,110,122,131],"helplessness":[23],"and":[24,33,74,92,130],"uncertainty":[25],"patients.":[27],"vary":[29],"dramatically":[30],"between":[31],"patients":[32,138],"even":[34],"in":[35],"an":[36],"individual":[37],"patient.":[38],"Here":[39],"we":[40],"propose":[41],"design":[43],"a":[44],"patient-specific":[45],"seizure":[46],"prediction":[47,97,125],"model":[48],"based":[49,83],"on":[50,63,84],"convolutional":[51],"neural":[52],"networks":[53],"(CNNs).":[54],"First,":[55],"short-time":[57],"Fourier":[58],"transform":[59],"(STFT)":[60],"is":[61,81,106,120,128,139],"applied":[62],"30-s":[64],"EEG":[65,76],"windows":[66],"extract":[68],"spatiotemporal":[69],"information":[70],"preictal":[73],"interictal":[75],"signals.":[77],"Then":[78],"CNN":[80,113],"built":[82],"machine":[85],"learning":[86],"algorithms":[87],"for":[88],"automatic":[89],"feature":[90],"extraction":[91],"classification":[93],"achieve":[95],"seizures.":[99],"The":[100,115],"area":[101],"under":[102],"ROC":[103],"Curve":[104],"(AUC)":[105],"used":[107],"evaluate":[109],"performance":[111],"models.":[114],"mean":[116],"value":[117],"AUC":[119],"0.94,":[121],"average":[123],"false":[124],"rate":[126],"(FPR)":[127],"0.09/h,":[129],"sensitivity":[132],"more":[134],"than":[135],"half":[136],"above":[140],"95%.":[141]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}