{"id":"https://openalex.org/W2744315503","doi":"https://doi.org/10.1109/ner.2017.8008302","title":"A comparison study of nonlinear and linear metrics in probing intrinsic brain networks from EEG data","display_name":"A comparison study of nonlinear and linear metrics in probing intrinsic brain networks from EEG data","publication_year":2017,"publication_date":"2017-05-01","ids":{"openalex":"https://openalex.org/W2744315503","doi":"https://doi.org/10.1109/ner.2017.8008302","mag":"2744315503"},"language":"en","primary_location":{"id":"doi:10.1109/ner.2017.8008302","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ner.2017.8008302","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 8th International IEEE/EMBS Conference on Neural Engineering (NER)","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/A5113457621","display_name":"Guofa Shou","orcid":null},"institutions":[{"id":"https://openalex.org/I8692664","display_name":"University of Oklahoma","ror":"https://ror.org/02aqsxs83","country_code":"US","type":"education","lineage":["https://openalex.org/I8692664"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guofa Shou","raw_affiliation_strings":["School of Electrical and Computer Engineering, University of Oklahoma, Norman, OK, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, University of Oklahoma, Norman, OK, USA","institution_ids":["https://openalex.org/I8692664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049818961","display_name":"Han Yuan","orcid":"https://orcid.org/0000-0003-0055-9691"},"institutions":[{"id":"https://openalex.org/I8692664","display_name":"University of Oklahoma","ror":"https://ror.org/02aqsxs83","country_code":"US","type":"education","lineage":["https://openalex.org/I8692664"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Han Yuan","raw_affiliation_strings":["Stephenson School of Biomedical Engineering, University of Oklahoma, Norman, OK, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stephenson School of Biomedical Engineering, University of Oklahoma, Norman, OK, USA","institution_ids":["https://openalex.org/I8692664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022813590","display_name":"Diamond Urbano","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159521","display_name":"Laureate Institute for Brain Research","ror":"https://ror.org/05e6pjy56","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210159521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Diamond Urbano","raw_affiliation_strings":["Laureate Institute of Brain Research, Tulsa, OK, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laureate Institute of Brain Research, Tulsa, OK, USA","institution_ids":["https://openalex.org/I4210159521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046355938","display_name":"Yoon\u2010Hee Cha","orcid":"https://orcid.org/0000-0003-3804-0879"},"institutions":[{"id":"https://openalex.org/I4210159521","display_name":"Laureate Institute for Brain Research","ror":"https://ror.org/05e6pjy56","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210159521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yoon-Hee Cha","raw_affiliation_strings":["Laureate Institute of Brain Research, Tulsa, OK, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laureate Institute of Brain Research, Tulsa, OK, USA","institution_ids":["https://openalex.org/I4210159521"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101654842","display_name":"Lei Ding","orcid":"https://orcid.org/0000-0003-2277-267X"},"institutions":[{"id":"https://openalex.org/I4210159521","display_name":"Laureate Institute for Brain Research","ror":"https://ror.org/05e6pjy56","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210159521"]},{"id":"https://openalex.org/I8692664","display_name":"University of Oklahoma","ror":"https://ror.org/02aqsxs83","country_code":"US","type":"education","lineage":["https://openalex.org/I8692664"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lei Ding","raw_affiliation_strings":["Laureate Institute of Brain Research, Tulsa, OK, USA","Stephenson School of Biomedical Engineering, University of Oklahoma, Norman, OK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laureate Institute of Brain Research, Tulsa, OK, USA","institution_ids":["https://openalex.org/I4210159521"]},{"raw_affiliation_string":"Stephenson School of Biomedical Engineering, University of Oklahoma, Norman, OK","institution_ids":["https://openalex.org/I8692664"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"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":0.09960584,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"20","issue":null,"first_page":"102","last_page":"105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9998999834060669,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9998999834060669,"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":0.9998000264167786,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9987000226974487,"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/coherence","display_name":"Coherence (philosophical gambling strategy)","score":0.7025375962257385},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.6590121984481812},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6542354822158813},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.569089949131012},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5551213026046753},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.5302500128746033},{"id":"https://openalex.org/keywords/transcranial-magnetic-stimulation","display_name":"Transcranial magnetic stimulation","score":0.5137763619422913},{"id":"https://openalex.org/keywords/brain-activity-and-meditation","display_name":"Brain activity and meditation","score":0.4850127398967743},{"id":"https://openalex.org/keywords/resting-state-fmri","display_name":"Resting state fMRI","score":0.48277392983436584},{"id":"https://openalex.org/keywords/correlation-coefficient","display_name":"Correlation coefficient","score":0.48222601413726807},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.472078800201416},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4658876955509186},{"id":"https://openalex.org/keywords/pearson-product-moment-correlation-coefficient","display_name":"Pearson product-moment correlation coefficient","score":0.4657875597476959},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42783671617507935},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.4204513430595398},{"id":"https://openalex.org/keywords/nuclear-magnetic-resonance","display_name":"Nuclear magnetic resonance","score":0.39334043860435486},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3905055820941925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3851836025714874},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.3004448413848877},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25709110498428345},{"id":"https://openalex.org/keywords/stimulation","display_name":"Stimulation","score":0.20629489421844482},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15889465808868408},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.15094444155693054}],"concepts":[{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.7025375962257385},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.6590121984481812},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6542354822158813},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.569089949131012},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5551213026046753},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.5302500128746033},{"id":"https://openalex.org/C2778581513","wikidata":"https://www.wikidata.org/wiki/Q263962","display_name":"Transcranial magnetic stimulation","level":3,"score":0.5137763619422913},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.4850127398967743},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.48277392983436584},{"id":"https://openalex.org/C2780092901","wikidata":"https://www.wikidata.org/wiki/Q3433612","display_name":"Correlation coefficient","level":2,"score":0.48222601413726807},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.472078800201416},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4658876955509186},{"id":"https://openalex.org/C55078378","wikidata":"https://www.wikidata.org/wiki/Q1136628","display_name":"Pearson product-moment correlation coefficient","level":2,"score":0.4657875597476959},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42783671617507935},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.4204513430595398},{"id":"https://openalex.org/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.39334043860435486},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3905055820941925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3851836025714874},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3004448413848877},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25709110498428345},{"id":"https://openalex.org/C24998067","wikidata":"https://www.wikidata.org/wiki/Q4114622","display_name":"Stimulation","level":2,"score":0.20629489421844482},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15889465808868408},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.15094444155693054},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ner.2017.8008302","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ner.2017.8008302","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 8th International IEEE/EMBS Conference on Neural Engineering (NER)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1968187292","https://openalex.org/W1973514920","https://openalex.org/W2000567868","https://openalex.org/W2001015421","https://openalex.org/W2002923643","https://openalex.org/W2011044564","https://openalex.org/W2021102124","https://openalex.org/W2022607432","https://openalex.org/W2030902100","https://openalex.org/W2065096279","https://openalex.org/W2077491345","https://openalex.org/W2078592937","https://openalex.org/W2079426910","https://openalex.org/W2081398181","https://openalex.org/W2094106149","https://openalex.org/W2095491050","https://openalex.org/W2098330912","https://openalex.org/W2115810652","https://openalex.org/W2128495200","https://openalex.org/W2148261180","https://openalex.org/W2155658404","https://openalex.org/W2168036349","https://openalex.org/W2171746332","https://openalex.org/W2255433468","https://openalex.org/W2345475267","https://openalex.org/W2526529257","https://openalex.org/W4242259102"],"related_works":["https://openalex.org/W357196361","https://openalex.org/W3109425891","https://openalex.org/W1036938216","https://openalex.org/W2113714434","https://openalex.org/W2377792686","https://openalex.org/W2027314909","https://openalex.org/W4200439127","https://openalex.org/W829658220","https://openalex.org/W3096637473","https://openalex.org/W2115711068"],"abstract_inverted_index":{"Functional":[0],"intrinsic":[1],"brain":[2,16,33,52,71,158,179,200],"networks":[3],"(IBNs)":[4],"has":[5],"been":[6,28],"widely":[7],"studied":[8],"due":[9],"to":[10,14,48,191],"its":[11],"close":[12],"relationship":[13],"different":[15,199],"functions":[17],"and":[18,95,202],"diseases.":[19],"In":[20,54],"these":[21],"studies,":[22],"linear":[23,77],"metrics,":[24],"e.g.,":[25],"correlation,":[26],"have":[27],"commonly":[29],"used":[30],"in":[31,50,69,160,177,195],"identifying":[32],"networks,":[34,72],"especially":[35],"on":[36],"functional":[37],"magnetic":[38,138],"resonance":[39],"imaging":[40],"(fMRI)":[41],"data.":[42],"However,":[43],"nonlinear":[44,64,193],"mechanism":[45],"is":[46,189],"believed":[47],"exist":[49],"forming":[51],"networks.":[53],"the":[55,60,97,146],"present":[56],"study,":[57],"we":[58],"investigated":[59],"performance":[61],"of":[62,128,148,153],"a":[63,76,89,126,131],"metric,":[65,78],"i.e.,":[66,79],"phase":[67,105,108],"coherence,":[68,109],"probing":[70],"as":[73,171],"compared":[74,172],"with":[75,130,173,185],"power":[80,112],"correlation.":[81],"Specifically,":[82],"individual":[83],"IBNs":[84],"were":[85,101,181],"firstly":[86],"obtained":[87],"by":[88],"time-frequency":[90],"independent":[91],"component":[92],"analysis":[93],"(tfICA),":[94],"then":[96],"interaction":[98],"among":[99],"them":[100,118],"probed":[102],"using":[103,119],"either":[104],"coherence":[106],"(inter-component":[107],"ICPC)":[110],"or":[111],"correlation":[113],"coefficient":[114],"(PCC).":[115],"We":[116],"examined":[117],"high-density":[120],"resting-state":[121],"electroencephalography":[122],"(EEG)":[123],"data":[124],"from":[125],"group":[127],"patients":[129],"balance":[132],"disorder":[133,180],"who":[134],"received":[135],"repetitive":[136],"transcranial":[137],"stimulation":[139],"(rTMS)":[140],"treatments.":[141],"The":[142],"results":[143],"indicated":[144,150],"that":[145],"use":[147,192],"ICPC":[149],"more":[151,182],"detections":[152],"significant":[154],"connectivity":[155],"crossing":[156],"multiple":[157],"regions":[159,201],"various":[161],"frequency":[162],"bands":[163],"than":[164],"PCC.":[165],"Moreover,":[166],"consistent":[167],"treatment-related":[168],"network":[169],"changes,":[170],"previous":[174],"neuroimaging":[175],"findings,":[176],"this":[178],"successfully":[183],"detected":[184],"ICPC.":[186],"Therefore,":[187],"it":[188],"important":[190],"metric":[194],"characterizing":[196],"interactions":[197],"between":[198],"IBNs.":[203]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
