{"id":"https://openalex.org/W4391952999","doi":"https://doi.org/10.1109/anzcc59813.2024.10432829","title":"Revisiting Seizure Prediction with Path Signatures: the Limitations of System Identification","display_name":"Revisiting Seizure Prediction with Path Signatures: the Limitations of System Identification","publication_year":2024,"publication_date":"2024-02-01","ids":{"openalex":"https://openalex.org/W4391952999","doi":"https://doi.org/10.1109/anzcc59813.2024.10432829"},"language":"en","primary_location":{"id":"doi:10.1109/anzcc59813.2024.10432829","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/anzcc59813.2024.10432829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Australian &amp; New Zealand Control Conference (ANZCC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5088423058","display_name":"Jonas F. Haderlein","orcid":null},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jonas F. Haderlein","raw_affiliation_strings":["University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068762436","display_name":"Andre D. H. Peterson","orcid":"https://orcid.org/0000-0001-9620-3475"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210087110","display_name":"St Vincent's Hospital Melbourne","ror":"https://ror.org/001kjn539","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210087110","https://openalex.org/I4210098850"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andre D. H. Peterson","raw_affiliation_strings":["University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010","Department of Medicine, St Vincent's Hospital, The University of Melbourne"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"Department of Medicine, St Vincent's Hospital, The University of Melbourne","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210087110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004267935","display_name":"Parvin Zarei Eskikand","orcid":"https://orcid.org/0000-0002-1424-6445"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Parvin Zarei Eskikand","raw_affiliation_strings":["University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052643152","display_name":"Mark Cook","orcid":"https://orcid.org/0000-0002-8875-4135"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210087110","display_name":"St Vincent's Hospital Melbourne","ror":"https://ror.org/001kjn539","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210087110","https://openalex.org/I4210098850"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mark J. Cook","raw_affiliation_strings":["The University of Melbourne,Department of Medicine, St Vincent&#x2019;s Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Melbourne,Department of Medicine, St Vincent&#x2019;s Hospital","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210087110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002748431","display_name":"Anthony N. Burkitt","orcid":"https://orcid.org/0000-0001-5672-2772"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Anthony N. Burkitt","raw_affiliation_strings":["University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014100961","display_name":"David B. Grayden","orcid":"https://orcid.org/0000-0002-5497-7234"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I4210087110","display_name":"St Vincent's Hospital Melbourne","ror":"https://ror.org/001kjn539","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210087110","https://openalex.org/I4210098850"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David B. Grayden","raw_affiliation_strings":["University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010","Department of Medicine, St Vincent's Hospital, The University of Melbourne","Graeme Clark Institute, University of Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Melbourne,Department of Biomedical Engineering,VIC,Australia,3010","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"Department of Medicine, St Vincent's Hospital, The University of Melbourne","institution_ids":["https://openalex.org/I165779595","https://openalex.org/I4210087110"]},{"raw_affiliation_string":"Graeme Clark Institute, University of Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017329457","display_name":"Iven Mareels","orcid":"https://orcid.org/0000-0002-9832-5959"},"institutions":[{"id":"https://openalex.org/I149672521","display_name":"Federation University","ror":"https://ror.org/05qbzwv83","country_code":"AU","type":"education","lineage":["https://openalex.org/I149672521"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Iven M. Y. Mareels","raw_affiliation_strings":["Federation University Australia,Institute for Innovation, Science and Sustainability,Mt Helen,Vic,3350"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federation University Australia,Institute for Innovation, Science and Sustainability,Mt Helen,Vic,3350","institution_ids":["https://openalex.org/I149672521"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01223242,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"4","issue":null,"first_page":"192","last_page":"200"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9991000294685364,"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/T10077","display_name":"Neuroscience and Neuropharmacology Research","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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/identification","display_name":"Identification (biology)","score":0.6552965641021729},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6236978769302368},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.5363482236862183},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39053577184677124},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3536258935928345},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34822946786880493},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.088204026222229}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6552965641021729},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6236978769302368},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.5363482236862183},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39053577184677124},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3536258935928345},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34822946786880493},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.088204026222229},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/anzcc59813.2024.10432829","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/anzcc59813.2024.10432829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Australian &amp; New Zealand Control Conference (ANZCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1523985187","https://openalex.org/W1556131344","https://openalex.org/W1593543504","https://openalex.org/W1978437325","https://openalex.org/W1982599103","https://openalex.org/W2004095444","https://openalex.org/W2007192296","https://openalex.org/W2048451453","https://openalex.org/W2052394872","https://openalex.org/W2054726977","https://openalex.org/W2070765152","https://openalex.org/W2101937293","https://openalex.org/W2120853742","https://openalex.org/W2156480002","https://openalex.org/W2276846954","https://openalex.org/W2297500149","https://openalex.org/W2337453989","https://openalex.org/W2563036039","https://openalex.org/W2774975003","https://openalex.org/W2777270043","https://openalex.org/W2782520840","https://openalex.org/W2897356193","https://openalex.org/W2898742401","https://openalex.org/W2911605208","https://openalex.org/W2998304262","https://openalex.org/W3013548253","https://openalex.org/W3023664471","https://openalex.org/W3033642508","https://openalex.org/W3035965352","https://openalex.org/W3099878876","https://openalex.org/W3100551743","https://openalex.org/W3106571115","https://openalex.org/W3113003388","https://openalex.org/W3118657094","https://openalex.org/W3163020011","https://openalex.org/W3208154528","https://openalex.org/W4206358199","https://openalex.org/W4213011206","https://openalex.org/W4221038245","https://openalex.org/W4245579501","https://openalex.org/W4294541781","https://openalex.org/W4297782957","https://openalex.org/W4386796090","https://openalex.org/W6632678810","https://openalex.org/W6635541693","https://openalex.org/W6697292812","https://openalex.org/W6790677110"],"related_works":["https://openalex.org/W2898732673","https://openalex.org/W2410053581","https://openalex.org/W2383658677","https://openalex.org/W3123203398","https://openalex.org/W1972473893","https://openalex.org/W2466435674","https://openalex.org/W2765200542","https://openalex.org/W2367893528","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Predicting":[0],"future":[1,22],"system":[2],"behaviour":[3,7],"from":[4,25,52,92,202],"past":[5],"observed":[6],"(time":[8],"series)":[9],"is":[10,101,214],"fundamental":[11],"to":[12,66,90,96,111,190],"science":[13],"and":[14,44,116,141,194],"engineering.":[15],"In":[16],"computational":[17],"neuroscience,":[18],"the":[19,58,78,85,136,161,177,196,203],"prediction":[20,213],"of":[21,61,87,143,183],"epileptic":[23,211],"seizures":[24,68],"brain":[26],"activity":[27],"measurements,":[28],"using":[29,48,218],"EEG":[30,50,205,219],"data,":[31,207],"remains":[32],"largely":[33],"unresolved":[34],"despite":[35],"much":[36],"dedicated":[37],"research":[38],"effort.":[39],"Based":[40],"on":[41,103,149],"a":[42,70,81,127,130],"longitudinal":[43],"state-of-the-art":[45],"data":[46,88,221],"set":[47],"intercranial":[49],"measurements":[51],"people":[53],"with":[54,108,115,151],"epilepsy,":[55],"we":[56,76],"consider":[57],"automated":[59],"discovery":[60],"predictive":[62],"features":[63],"(or":[64],"biomarkers)":[65],"forecast":[67],"in":[69,84,180],"patient-specific":[71],"way.":[72],"To":[73],"this":[74],"end,":[75],"use":[77],"path":[79,162],"signature,":[80],"recent":[82],"development":[83],"analysis":[86],"streams,":[89],"map":[91],"measured":[93],"time":[94,113,171],"series":[95,114,172],"seizure":[97,184],"prediction.":[98,185],"The":[99],"predictor":[100],"based":[102],"linear":[104],"classification,":[105],"here":[106],"augmented":[107],"sparsity":[109],"constraints,":[110],"discern":[112],"without":[117],"an":[118],"impending":[119],"seizure.":[120],"This":[121,186],"approach":[122],"may":[123],"be":[124],"seen":[125],"as":[126],"step":[128],"towards":[129],"generic":[131],"pattern":[132],"recognition":[133],"pipeline":[134],"where":[135],"main":[137],"advantages":[138],"are":[139,199],"simplicity":[140],"ease":[142],"customisation,":[144],"while":[145],"maintaining":[146],"forecasting":[147],"performance":[148],"par":[150],"modern":[152],"machine":[153],"learning.":[154],"Nevertheless,":[155],"it":[156],"turns":[157],"out":[158],"that":[159],"although":[160],"signature":[163],"method":[164],"has":[165],"some":[166],"powerful":[167],"theoretical":[168],"guarantees,":[169],"appropriate":[170],"statistics":[173],"can":[174],"achieve":[175],"essentially":[176],"same":[178],"results":[179],"our":[181],"context":[182],"suggests":[187],"that,":[188],"due":[189],"their":[191],"inherent":[192],"complexity":[193],"non-stationarity,":[195],"brain\u2019s":[197],"dynamics":[198],"not":[200,215],"identifiable":[201],"available":[204],"measurement":[206,220],"and,":[208],"more":[209],"concretely,":[210],"episode":[212],"reliably":[216],"achieved":[217],"alone.":[222]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
