{"id":"https://openalex.org/W4412667303","doi":"https://doi.org/10.1142/s012906572550056x","title":"A Unified Hypergraph-Mamba Framework for Adaptive Electroencephalogram Modeling in Multi-view Seizure Prediction","display_name":"A Unified Hypergraph-Mamba Framework for Adaptive Electroencephalogram Modeling in Multi-view Seizure Prediction","publication_year":2025,"publication_date":"2025-07-26","ids":{"openalex":"https://openalex.org/W4412667303","doi":"https://doi.org/10.1142/s012906572550056x","pmid":"https://pubmed.ncbi.nlm.nih.gov/41053584"},"language":"en","primary_location":{"id":"doi:10.1142/s012906572550056x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s012906572550056x","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/A5068470874","display_name":"Dengdi Sun","orcid":"https://orcid.org/0000-0002-0164-7944"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dengdi Sun","raw_affiliation_strings":["School of Artificial Intelligence, Anhui University, Hefei 230601, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0002-0164-7944","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Anhui University, Hefei 230601, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yanqing Liu","orcid":"https://orcid.org/0009-0001-0754-089X"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanqing Liu","raw_affiliation_strings":["School of Artificial Intelligence, Anhui University, Hefei 230601, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0001-0754-089X","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Anhui University, Hefei 230601, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001320231","display_name":"Changxu Dong","orcid":"https://orcid.org/0009-0005-4190-7148"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changxu Dong","raw_affiliation_strings":["School of Artificial Intelligence, Anhui University, Hefei 230601, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0005-4190-7148","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Anhui University, Hefei 230601, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047283928","display_name":"Zongyun Gu","orcid":"https://orcid.org/0000-0002-3010-3516"},"institutions":[{"id":"https://openalex.org/I197869895","display_name":"Anhui Medical University","ror":"https://ror.org/03xb04968","country_code":"CN","type":"education","lineage":["https://openalex.org/I197869895"]},{"id":"https://openalex.org/I253932293","display_name":"Anhui University of Traditional Chinese Medicine","ror":"https://ror.org/0139j4p80","country_code":"CN","type":"education","lineage":["https://openalex.org/I253932293"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongyun Gu","raw_affiliation_strings":["School of Medical Information Engineering, Anhui University of Chinese Medicine, Hefei 230012, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0002-3010-3516","affiliations":[{"raw_affiliation_string":"School of Medical Information Engineering, Anhui University of Chinese Medicine, Hefei 230012, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I253932293","https://openalex.org/I197869895"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1339,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87493853,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"36","issue":"01","first_page":"2550056","last_page":"2550056"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9930999875068665,"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":0.9930999875068665,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9079999923706055,"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":0.550463855266571},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.461273193359375},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3613988757133484},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1669239103794098},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16419869661331177}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.550463855266571},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.461273193359375},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3613988757133484},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1669239103794098},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16419869661331177}],"mesh":[{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"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":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","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}],"locations_count":2,"locations":[{"id":"doi:10.1142/s012906572550056x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s012906572550056x","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:41053584","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41053584","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}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.46000000834465027,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G1805524899","display_name":null,"funder_award_id":"U20A20398","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2846239222","display_name":null,"funder_award_id":"2008085QF306","funder_id":"https://openalex.org/F4320334897","funder_display_name":"Natural Science Foundation of Anhui Province"},{"id":"https://openalex.org/G4140959408","display_name":null,"funder_award_id":"62076005","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6744821813","display_name":null,"funder_award_id":"2008085MF191","funder_id":"https://openalex.org/F4320334897","funder_display_name":"Natural Science Foundation of Anhui Province"},{"id":"https://openalex.org/G955457619","display_name":null,"funder_award_id":"61906002","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"},{"id":"https://openalex.org/F4320334897","display_name":"Natural Science Foundation of Anhui Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2068346763","https://openalex.org/W2154601099","https://openalex.org/W2523527689","https://openalex.org/W2771517407","https://openalex.org/W2887181651","https://openalex.org/W2895672638","https://openalex.org/W2991524019","https://openalex.org/W3007223525","https://openalex.org/W3118794207","https://openalex.org/W3138516171","https://openalex.org/W3146685014","https://openalex.org/W3165065619","https://openalex.org/W3174370132","https://openalex.org/W3180490839","https://openalex.org/W3192474593","https://openalex.org/W3197149044","https://openalex.org/W3208327004","https://openalex.org/W3212685526","https://openalex.org/W4221080763","https://openalex.org/W4281609631","https://openalex.org/W4281632656","https://openalex.org/W4282926996","https://openalex.org/W4284992359","https://openalex.org/W4289170234","https://openalex.org/W4296203798","https://openalex.org/W4310255287","https://openalex.org/W4310861694","https://openalex.org/W4312213554","https://openalex.org/W4317840329","https://openalex.org/W4321021925","https://openalex.org/W4323830621","https://openalex.org/W4362472185","https://openalex.org/W4382203064","https://openalex.org/W4385452890","https://openalex.org/W4386221018","https://openalex.org/W4387129869","https://openalex.org/W4388342824"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2390279801","https://openalex.org/W2130428257","https://openalex.org/W4391913857","https://openalex.org/W4308951944","https://openalex.org/W2358668433"],"abstract_inverted_index":{"Seizure":[0],"prediction":[1],"from":[2],"Electroencephalogram":[3],"(EEG)":[4],"signals":[5],"is":[6,68],"a":[7,43,64,108],"critical":[8],"task":[9],"for":[10,50],"proactive":[11],"intervention":[12],"in":[13,36],"epilepsy":[14],"management.":[15],"Existing":[16],"models":[17],"often":[18],"struggle":[19],"to":[20,28,70],"capture":[21,71],"high-order":[22,72],"inter-channel":[23,82],"dependencies":[24],"dynamically":[25],"and":[26,124,138],"adapt":[27],"the":[29,51,92],"spectral":[30,61,87],"variations":[31],"preceding":[32],"seizure":[33],"onset,":[34],"especially":[35],"cross-patient":[37,125],"scenarios.":[38],"To":[39],"address":[40],"these":[41,105],"issues,":[42],"novel":[44],"Unified":[45],"Hypergraph-Mamba":[46],"(UHM)":[47],"framework,":[48],"which":[49],"first":[52],"time":[53],"integrates":[54],"hypergraph-based":[55],"spatial":[56,73],"modeling":[57,88,114],"with":[58],"Mamba-based":[59],"adaptive":[60,86],"modeling.":[62],"Specifically,":[63],"hypergraph":[65],"attention":[66],"mechanism":[67],"designed":[69],"interactions":[74],"among":[75],"EEG":[76,116],"channels,":[77],"enabling":[78],"dynamic":[79],"representation":[80],"of":[81,101,112],"dependencies.":[83],"Concurrently,":[84],"an":[85],"module":[89],"based":[90],"on":[91,121],"Mamba":[93],"architecture":[94,110],"selectively":[95],"emphasizes":[96],"frequency":[97],"components":[98,106],"most":[99],"indicative":[100],"preictal":[102],"states.":[103],"Together,":[104],"form":[107],"unified":[109],"capable":[111],"jointly":[113],"spatiotemporal":[115],"dynamics.":[117],"Extensive":[118],"experiments":[119],"conducted":[120],"both":[122],"patient-specific":[123],"settings":[126],"demonstrate":[127],"that":[128],"our":[129],"model":[130],"consistently":[131],"outperforms":[132],"state-of-the-art":[133],"baselines,":[134],"achieving":[135],"superior":[136],"sensitivity":[137],"AUC.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
