{"id":"https://openalex.org/W4403936925","doi":"https://doi.org/10.1109/tcds.2024.3489357","title":"Data Augmentation for Seizure Prediction With Generative Diffusion Model","display_name":"Data Augmentation for Seizure Prediction With Generative Diffusion Model","publication_year":2024,"publication_date":"2024-10-31","ids":{"openalex":"https://openalex.org/W4403936925","doi":"https://doi.org/10.1109/tcds.2024.3489357"},"language":"en","primary_location":{"id":"doi:10.1109/tcds.2024.3489357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2024.3489357","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive and Developmental 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/A5065700824","display_name":"Kai Shu","orcid":"https://orcid.org/0009-0007-8707-0085"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kai Shu","raw_affiliation_strings":["School of Information Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0007-8707-0085","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080651072","display_name":"Le Wu","orcid":"https://orcid.org/0000-0002-8565-9626"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Le Wu","raw_affiliation_strings":["School of Information Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-8565-9626","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037217683","display_name":"Yuchang Zhao","orcid":"https://orcid.org/0000-0002-1726-7962"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuchang Zhao","raw_affiliation_strings":["School of Information Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-1726-7962","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100756739","display_name":"Aiping Liu","orcid":"https://orcid.org/0000-0001-8849-5228"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aiping Liu","raw_affiliation_strings":["School of Information Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-8849-5228","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027997590","display_name":"Ruobing Qian","orcid":"https://orcid.org/0000-0002-9559-1952"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruobing Qian","raw_affiliation_strings":["Epilepsy Center, Department of Neurosurgery, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-9559-1952","affiliations":[{"raw_affiliation_string":"Epilepsy Center, Department of Neurosurgery, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100451602","display_name":"Xun Chen","orcid":"https://orcid.org/0000-0002-4922-8116"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xun Chen","raw_affiliation_strings":["School of Information Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-4922-8116","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5065700824"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":4.9405,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.95738562,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"17","issue":"3","first_page":"577","last_page":"591"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9904000163078308,"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"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9904000163078308,"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"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9858999848365784,"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/computer-science","display_name":"Computer science","score":0.833419919013977},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5735790133476257},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5395715832710266},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5031220316886902},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.44348016381263733},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35810554027557373},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11210805177688599}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.833419919013977},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5735790133476257},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5395715832710266},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5031220316886902},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.44348016381263733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35810554027557373},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11210805177688599},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcds.2024.3489357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2024.3489357","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive and Developmental Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1840891822","display_name":null,"funder_award_id":"W2432042","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7551557620","display_name":null,"funder_award_id":"32271431","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W1978437325","https://openalex.org/W2065477390","https://openalex.org/W2120853742","https://openalex.org/W2127261457","https://openalex.org/W2140187489","https://openalex.org/W2156480002","https://openalex.org/W2169812774","https://openalex.org/W2194775991","https://openalex.org/W2317674142","https://openalex.org/W2490420619","https://openalex.org/W2559463885","https://openalex.org/W2780723646","https://openalex.org/W2799610518","https://openalex.org/W2808909649","https://openalex.org/W2888598199","https://openalex.org/W2962984603","https://openalex.org/W2965277555","https://openalex.org/W2976267777","https://openalex.org/W3018737547","https://openalex.org/W3045935375","https://openalex.org/W3046474724","https://openalex.org/W3084261808","https://openalex.org/W3101399857","https://openalex.org/W3103969290","https://openalex.org/W3117629641","https://openalex.org/W3133353825","https://openalex.org/W3135182665","https://openalex.org/W3138516171","https://openalex.org/W3165065619","https://openalex.org/W3176993830","https://openalex.org/W3183778737","https://openalex.org/W3192474593","https://openalex.org/W3209313354","https://openalex.org/W3212685526","https://openalex.org/W4200198364","https://openalex.org/W4200634062","https://openalex.org/W4214712775","https://openalex.org/W4225394198","https://openalex.org/W4285165236","https://openalex.org/W4302009327","https://openalex.org/W4308555638","https://openalex.org/W4310255287","https://openalex.org/W4312535632","https://openalex.org/W4312749295","https://openalex.org/W4324292877","https://openalex.org/W4360770828","https://openalex.org/W4367174885","https://openalex.org/W4385245566","https://openalex.org/W4393147691","https://openalex.org/W4400952004","https://openalex.org/W6633205339","https://openalex.org/W6637373629","https://openalex.org/W6718379498","https://openalex.org/W6731370813","https://openalex.org/W6746638498","https://openalex.org/W6779823529","https://openalex.org/W6783182287","https://openalex.org/W6783713337","https://openalex.org/W6795288823","https://openalex.org/W6838513824","https://openalex.org/W6847208102","https://openalex.org/W6850312524"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W2087346071","https://openalex.org/W2967848559","https://openalex.org/W4299831724","https://openalex.org/W4283803360"],"abstract_inverted_index":{"Data":[0],"augmentation":[1],"(DA)":[2],"can":[3,45,100],"significantly":[4],"strengthen":[5],"the":[6,18,27,65,69,73,76,96,104,107,130,134,142,168,176,180,197,205],"electroencephalogram":[7],"(EEG)-based":[8],"seizure":[9],"prediction":[10],"methods.":[11],"However,":[12],"existing":[13],"DA":[14,40],"approaches":[15],"are":[16],"just":[17],"linear":[19],"transformations":[20],"of":[21,98,126,144,172,178,192],"original":[22],"data":[23,48,99,115],"and":[24,50,68,87,129,155,158,170,200],"cannot":[25],"explore":[26,47],"feature":[28,145],"space":[29],"to":[30,59,84,112,137],"increase":[31],"diversity":[32,139],"effectively.":[33],"Therefore,":[34],"we":[35],"propose":[36],"a":[37],"novel":[38],"diffusion-based":[39],"method":[41],"called":[42],"DiffEEG.":[43],"DiffEEG":[44,149],"fully":[46],"distribution":[49],"generate":[51],"samples":[52,136],"with":[53,81,150,186],"high":[54],"diversity,":[55],"offering":[56],"extra":[57],"information":[58],"classifiers.":[60,164],"It":[61],"involves":[62],"two":[63],"processes:":[64],"diffusion":[66,74],"process":[67],"denoised":[70,105],"process.":[71],"In":[72,93,103],"process,":[75,106],"model":[77,108],"incrementally":[78],"adds":[79],"noise":[80,118,128],"different":[82],"scales":[83],"EEG":[85],"input":[86,119,127],"converts":[88],"it":[89],"into":[90,161],"random":[91,117],"noise.":[92,123],"this":[94],"way,":[95],"representation":[97,132],"be":[101],"learned.":[102],"utilizes":[109],"learned":[110],"knowledge":[111],"sample":[113],"synthetic":[114,135],"from":[116],"by":[120],"gradually":[121],"removing":[122],"The":[124,165],"randomness":[125],"precise":[131],"enable":[133],"possess":[138],"while":[140],"ensuring":[141],"consistency":[143],"space.":[146],"We":[147],"compared":[148],"original,":[151],"down-sampling,":[152],"sliding":[153],"windows":[154],"recombination":[156],"methods,":[157],"integrated":[159],"them":[160],"five":[162],"representative":[163],"experiments":[166],"demonstrate":[167],"effectiveness":[169],"generality":[171],"our":[173],"method.":[174],"With":[175],"contribution":[177],"DiffEEG,":[179],"multiscale":[181],"CNN":[182],"achieves":[183],"state-of-the-art":[184],"performance,":[185],"an":[187],"average":[188],"sensitivity,":[189],"FPR,":[190],"AUC":[191],"95.4%,":[193],"0.051/h,":[194],"0.932":[195],"on":[196,204],"CHB-MIT":[198],"database":[199],"93.6%,":[201],"0.121/h,":[202],"0.822":[203],"Kaggle":[206],"database.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}