{"id":"https://openalex.org/W2215020745","doi":null,"title":"Probabilistic approaches for tracking physiological states in the cortex through sleep and seizures","display_name":"Probabilistic approaches for tracking physiological states in the cortex through sleep and seizures","publication_year":2013,"publication_date":"2013-01-01","ids":{"openalex":"https://openalex.org/W2215020745","mag":"2215020745"},"language":"en","primary_location":{"id":"pmh:oai:escholarship.org/ark:/13030/qt6rd7t0fr","doi":null,"is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/6rd7t0fr","pdf_url":"https://escholarship.org/uc/item/6rd7t0fr","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"etd"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://escholarship.org/uc/item/6rd7t0fr","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036659672","display_name":"Vera M. Dadok","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Vera M. Dadok","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5036659672"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.6704000234603882,"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":0.6704000234603882,"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/T10581","display_name":"Neural dynamics and brain function","score":0.28780001401901245,"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/T10094","display_name":"Epilepsy research and treatment","score":0.01209999993443489,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical Neurology"},"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/sleep","display_name":"sleep","score":0.7630000114440918},{"id":"https://openalex.org/keywords/seizures","display_name":"seizures","score":0.9160000085830688},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"EEG","score":0.4950000047683716},{"id":"https://openalex.org/keywords/electrocorticography","display_name":"electrocorticography","score":0.9850000143051147},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.7020000219345093},{"id":"https://openalex.org/keywords/hidden-markov-models","display_name":"hidden Markov models","score":0.8579999804496765},{"id":"https://openalex.org/keywords/parameter-estimation","display_name":"parameter estimation","score":0.5839999914169312},{"id":"https://openalex.org/keywords/seizure-etiology","display_name":"seizure etiology","score":0.8180000185966492},{"id":"https://openalex.org/keywords/epilepsy","display_name":"epilepsy","score":0.33799999952316284},{"id":"https://openalex.org/keywords/likelihood-ratios","display_name":"likelihood ratios","score":0.3190000057220459}],"concepts":[{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7626829147338867},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5896464586257935},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5645559430122375},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5587304830551147},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5245566368103027},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5051353573799133},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.48705199360847473},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.47301676869392395},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.46356070041656494},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.46349191665649414},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.4175609350204468},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3448255658149719},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32601869106292725},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17399251461029053},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.12471306324005127},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.07191914319992065},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:escholarship.org/ark:/13030/qt6rd7t0fr","doi":null,"is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/6rd7t0fr","pdf_url":"https://escholarship.org/uc/item/6rd7t0fr","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"etd"},{"id":"pmh:qt6rd7t0fr","doi":null,"is_oa":false,"landing_page_url":"http://www.escholarship.org/uc/item/6rd7t0fr","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Dadok, Vera Marie. (2013). Probabilistic approaches for tracking physiological states in the cortex through sleep and seizures. UC Berkeley: Mechanical Engineering. Retrieved from: http://www.escholarship.org/uc/item/6rd7t0fr","raw_type":"dissertation"},{"id":"mag:2215020745","doi":null,"is_oa":false,"landing_page_url":"https://escholarship.org/content/qt6rd7t0fr/qt6rd7t0fr.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:escholarship.org/ark:/13030/qt6rd7t0fr","doi":null,"is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/6rd7t0fr","pdf_url":"https://escholarship.org/uc/item/6rd7t0fr","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"etd"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.428600013256073,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3103428925","display_name":"DynSyst_Special_Topics:Mathematical Modeling of Nonlinear Dynamics and Bifurcation Control of Epileptic Seizures","funder_award_id":"1031811","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320337391","display_name":"Division of Civil, Mechanical and Manufacturing Innovation","ror":"https://ror.org/028yd4c30"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2215020745.pdf","grobid_xml":"https://content.openalex.org/works/W2215020745.grobid-xml"},"referenced_works_count":76,"referenced_works":["https://openalex.org/W37219038","https://openalex.org/W179179905","https://openalex.org/W639539350","https://openalex.org/W1524345901","https://openalex.org/W1553437616","https://openalex.org/W1577987636","https://openalex.org/W1781182427","https://openalex.org/W1860760183","https://openalex.org/W1886098672","https://openalex.org/W1967074888","https://openalex.org/W1968259409","https://openalex.org/W1973400846","https://openalex.org/W1977198123","https://openalex.org/W1980644682","https://openalex.org/W1981013924","https://openalex.org/W1983773366","https://openalex.org/W1991673037","https://openalex.org/W1992633305","https://openalex.org/W1999515742","https://openalex.org/W2002293846","https://openalex.org/W2002610245","https://openalex.org/W2004816127","https://openalex.org/W2007052121","https://openalex.org/W2009587231","https://openalex.org/W2014711341","https://openalex.org/W2022436691","https://openalex.org/W2037746973","https://openalex.org/W2045724098","https://openalex.org/W2050716857","https://openalex.org/W2055150926","https://openalex.org/W2055703892","https://openalex.org/W2059065905","https://openalex.org/W2063446709","https://openalex.org/W2065811708","https://openalex.org/W2067589398","https://openalex.org/W2068170701","https://openalex.org/W2071334323","https://openalex.org/W2075067816","https://openalex.org/W2077457515","https://openalex.org/W2079825636","https://openalex.org/W2081610458","https://openalex.org/W2085694179","https://openalex.org/W2088222765","https://openalex.org/W2090102154","https://openalex.org/W2096209718","https://openalex.org/W2096227547","https://openalex.org/W2098836262","https://openalex.org/W2105727230","https://openalex.org/W2107541057","https://openalex.org/W2113894235","https://openalex.org/W2117469172","https://openalex.org/W2117663940","https://openalex.org/W2118507236","https://openalex.org/W2124389817","https://openalex.org/W2126315030","https://openalex.org/W2127261457","https://openalex.org/W2129577612","https://openalex.org/W2131442495","https://openalex.org/W2132841774","https://openalex.org/W2142635246","https://openalex.org/W2144691514","https://openalex.org/W2151118505","https://openalex.org/W2151720121","https://openalex.org/W2154863095","https://openalex.org/W2155438614","https://openalex.org/W2161492219","https://openalex.org/W2162800060","https://openalex.org/W2164207469","https://openalex.org/W2167356357","https://openalex.org/W2168811991","https://openalex.org/W2214989086","https://openalex.org/W2313560363","https://openalex.org/W2419122392","https://openalex.org/W3022302886","https://openalex.org/W3140968660","https://openalex.org/W3148499377"],"related_works":["https://openalex.org/W2009587231","https://openalex.org/W1992920409","https://openalex.org/W2096227547","https://openalex.org/W24613112","https://openalex.org/W2766118053","https://openalex.org/W1964434285","https://openalex.org/W7203919705","https://openalex.org/W2017092028","https://openalex.org/W7097161443","https://openalex.org/W1519547058"],"abstract_inverted_index":{"We":[0,89,217,332,365],"present":[1],"work":[2],"in":[3,92,176,190,208,220,314,341,348,354],"this":[4,74],"dissertation":[5],"on":[6,60],"methods":[7,223],"to":[8,128,133,150,171,185,245,271,317,326],"map":[9,129,246],"measured":[10],"electrode":[11],"signals":[12,54],"from":[13,359],"human":[14,50],"subjects":[15],"into":[16,98,228],"the":[17,27,39,67,81,108,111,115,119,152,156,173,177,181,202,209,212,273,297,315,329,349,355,371,376],"physiologically":[18,77],"relevant":[19],"parameter":[20,174,260,307,321,377],"space":[21,58],"of":[22,26,41,66,80,87,110,118,136,180,201,205,214,248,256,286,299,310,357,370],"a":[23,45,56,61,70,85,124,134,198,239,254,264,284],"mathematical":[24,64,120,178],"model":[25,65,140,179],"cortex,":[28],"approaching":[29],"two":[30,305],"specific":[31],"dynamical":[32],"brain":[33],"phenomena:":[34],"sleep":[35,51,141],"and":[36,102,114,224,231,282,353,382],"seizures.":[37,216,290,331],"In":[38],"context":[40],"sleep,":[42],"we":[43,122,166,294],"develop":[44],"probabilistic":[46,125,169,199,240],"method":[47,75,196],"for":[48,292,374],"mapping":[49],"electroencephalogram":[52],"(EEG)":[53],"onto":[55,253],"state":[57,83,207,378],"based":[59],"biologically":[62],"plausible":[63],"cortex.":[68],"From":[69],"noninvasive":[71],"EEG":[72,112,131,249],"signal,":[73],"produces":[76,197],"meaningful":[78],"pathways":[79,95,351],"cortical":[82,160,276],"over":[84,138,211,258],"night":[86],"sleep.":[88],"propose":[90],"ways":[91,219],"which":[93,221,311,319],"these":[94,222,342],"offer":[96,226],"insights":[97,227],"sleep-related":[99],"conditions,":[100],"functions,":[101],"complex":[103],"pathologies.":[104],"To":[105],"address":[106],"explicitly":[107],"noisiness":[109],"signal":[113],"stochastic":[116],"nature":[117],"model,":[121,316],"use":[123],"Bayesian":[126,241],"framework":[127,242],"each":[130],"epoch":[132],"distribution":[135,255],"likelihoods":[137,257,300],"all":[139],"states.":[142,261],"A":[143],"Hidden":[144,265],"Markov":[145,266],"Model":[146,267],"(HMM)":[147,268],"is":[148,243,269,339],"incorporated":[149],"improve":[151,367],"path":[153],"results":[154,225],"using":[155],"prior":[157],"knowledge":[158],"that":[159,275,334],"physiology":[161,277],"has":[162,278],"temporal":[163,203,280,350],"continuity.":[164],"Next":[165],"adapt":[167],"our":[168],"methodology":[170],"infer":[172],"region":[175],"cortex":[182,210],"most":[183],"likely":[184,325],"be":[186,327],"producing":[187],"seizures":[188,313],"observed":[189,330],"an":[191],"electrocorticogram":[192],"(ECoG)":[193],"signal.":[194],"This":[195],"pathway":[200],"evolution":[204],"physiological":[206,259,320],"course":[213],"individual":[215,289,336],"describe":[218],"seizure":[229,358],"etiology":[230],"suggest":[232],"potential":[233],"new":[234],"treatment":[235],"options.":[236],"Once":[237],"again,":[238,263],"used":[244],"features":[247],"or":[250],"ECoG":[251],"segments":[252],"And":[262],"introduced":[270],"incorporate":[272],"belief":[274],"both":[279,309],"continuity":[281],"also":[283,366],"degree":[285],"reproducibility":[287],"between":[288,301,335,345],"However,":[291],"seizures,":[293,337],"additionally":[295],"inspect":[296],"ratio":[298],"HMMs":[302],"run":[303],"under":[304],"possible":[306],"regions,":[308,347],"produce":[312],"determine":[318],"regions":[322],"are":[323],"more":[324],"causing":[328],"show":[333],"there":[338],"consistency":[340],"likelihood":[343,363],"ratios":[344],"hypothesized":[346],"calculated,":[352],"separation":[356],"non-seizure":[360],"time":[361],"segment":[362],"maps.":[364],"upon":[368],"several":[369],"underlying":[372],"techniques":[373],"sampling":[375],"space,":[379],"feature":[380],"selection,":[381],"probability":[383],"density":[384],"estimation.":[385]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2016-06-24T00:00:00"}
