{"id":"https://openalex.org/W4389727408","doi":"https://doi.org/10.3389/frai.2023.1293504","title":"Statistical inference for dependence networks in topological data analysis","display_name":"Statistical inference for dependence networks in topological data analysis","publication_year":2023,"publication_date":"2023-12-14","ids":{"openalex":"https://openalex.org/W4389727408","doi":"https://doi.org/10.3389/frai.2023.1293504","pmid":"https://pubmed.ncbi.nlm.nih.gov/38156039","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10752923"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2023.1293504","doi":"https://doi.org/10.3389/frai.2023.1293504","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3389/frai.2023.1293504","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2023.1293504/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["arxiv","crossref","datacite","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://public-pages-files-2025.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2023.1293504/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092172043","display_name":"Anass B. El-Yaagoubi","orcid":"https://orcid.org/0000-0002-8886-0587","observed_orcids":["https://orcid.org/0000-0002-8886-0587"]},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Anass B. El-Yaagoubi","raw_affiliation_strings":["Statistics Program, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Statistics Program, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029674397","display_name":"Moo Kwon Chung","orcid":"https://orcid.org/0000-0003-2852-9670","observed_orcids":["https://orcid.org/0000-0003-2852-9670"]},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Moo K. Chung","raw_affiliation_strings":["Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI, United States","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022587472","display_name":"Hernando Ombao","orcid":"https://orcid.org/0000-0001-7020-8091","observed_orcids":["https://orcid.org/0000-0001-7020-8091"]},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hernando Ombao","raw_affiliation_strings":["Statistics Program, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Statistics Program, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5092172043"],"corresponding_institution_ids":["https://openalex.org/I71920554"],"apc_list":{"value":2125,"currency":"USD","value_usd":2125},"apc_paid":{"value":2125,"currency":"USD","value_usd":2125},"fwci":0.7157,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.63366337,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"6","issue":null,"first_page":"1293504","last_page":"1293504"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12536","display_name":"Topological and Geometric Data Analysis","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12536","display_name":"Topological and Geometric Data Analysis","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.0,"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/topological-data-analysis","display_name":"topological data analysis","score":0.9570000171661377},{"id":"https://openalex.org/keywords/multivariate-time-series","display_name":"multivariate time series","score":0.8989999890327454},{"id":"https://openalex.org/keywords/brain-signal-analysis","display_name":"brain signal analysis","score":0.628000020980835},{"id":"https://openalex.org/keywords/brain-networks","display_name":"brain networks","score":0.5989999771118164},{"id":"https://openalex.org/keywords/statistical-inference","display_name":"statistical inference","score":0.6990000009536743},{"id":"https://openalex.org/keywords/null-distribution","display_name":"null distribution","score":0.7879999876022339},{"id":"https://openalex.org/keywords/hypothesis-testing","display_name":"hypothesis testing","score":0.9089999794960022},{"id":"https://openalex.org/keywords/confidence-regions","display_name":"confidence regions","score":0.8790000081062317},{"id":"https://openalex.org/keywords/alzheimer-s-disease","display_name":"Alzheimer's disease","score":0.7839999794960022},{"id":"https://openalex.org/keywords/parkinson-s-disease","display_name":"Parkinson's disease","score":0.9990000128746033},{"id":"https://openalex.org/keywords/attention-deficit-hyperactivity-disorder","display_name":"attention deficit hyperactivity disorder","score":0.9679999947547913}],"concepts":[{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.697506308555603},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6936178803443909},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6402460336685181},{"id":"https://openalex.org/C89128539","wikidata":"https://www.wikidata.org/wiki/Q1949963","display_name":"Statistic","level":2,"score":0.6187493801116943},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5715078711509705},{"id":"https://openalex.org/C169857963","wikidata":"https://www.wikidata.org/wiki/Q1461038","display_name":"Test statistic","level":3,"score":0.5412153601646423},{"id":"https://openalex.org/C87007009","wikidata":"https://www.wikidata.org/wiki/Q210832","display_name":"Statistical hypothesis testing","level":2,"score":0.5185714364051819},{"id":"https://openalex.org/C134261354","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical inference","level":2,"score":0.5138659477233887},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4698435664176941},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.45326799154281616},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43666872382164},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40632492303848267},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2461298704147339},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2226027548313141},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.3389/frai.2023.1293504","doi":"https://doi.org/10.3389/frai.2023.1293504","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3389/frai.2023.1293504","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2023.1293504/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10752923","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10752923","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10752923/pdf/frai-06-1293504.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Front Artif Intell","raw_type":"Text"},{"id":"pmid:38156039","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38156039","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,"listed_in":[],"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":"Frontiers in artificial intelligence","raw_type":"Journal Article"},{"id":"pmh:oai:repository.kaust.edu.sa:10754/681694","doi":null,"is_oa":false,"landing_page_url":"http://hdl.handle.net/10754/681694","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Preprint"},{"id":"pmh:oai:arXiv.org:2209.10416","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2209.10416","pdf_url":"https://arxiv.org/pdf/2209.10416","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:doaj.org/article:189690cbc3a54026bdb0313017987aa2","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/189690cbc3a54026bdb0313017987aa2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Artificial Intelligence, Vol 6 (2023)","raw_type":"article"},{"id":"doi:10.48550/arxiv.2209.10416","doi":"https://doi.org/10.48550/arxiv.2209.10416","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2209.10416","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.3389/frai.2023.1293504","doi":"https://doi.org/10.3389/frai.2023.1293504","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3389/frai.2023.1293504","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2023.1293504/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G9000870630","display_name":"Dynamic embedding time series models in functional brain imaging","funder_award_id":"R01MH133614","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"}],"funders":[{"id":"https://openalex.org/F4320322320","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38"},{"id":"https://openalex.org/F4320324410","display_name":"University of the Philippines","ror":"https://ror.org/02hqkr514"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389727408.pdf","grobid_xml":"https://content.openalex.org/works/W4389727408.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W127493627","https://openalex.org/W1508953807","https://openalex.org/W1544274373","https://openalex.org/W1567796607","https://openalex.org/W1742329859","https://openalex.org/W1966767328","https://openalex.org/W1967931162","https://openalex.org/W1999653836","https://openalex.org/W2031461126","https://openalex.org/W2061564920","https://openalex.org/W2071391326","https://openalex.org/W2077672559","https://openalex.org/W2085419414","https://openalex.org/W2090353547","https://openalex.org/W2162463944","https://openalex.org/W2164534204","https://openalex.org/W2246512549","https://openalex.org/W2272065411","https://openalex.org/W2300941020","https://openalex.org/W2402346616","https://openalex.org/W2411622228","https://openalex.org/W2527487499","https://openalex.org/W2581803003","https://openalex.org/W2600324828","https://openalex.org/W2608268981","https://openalex.org/W2763410781","https://openalex.org/W2763959081","https://openalex.org/W2789210774","https://openalex.org/W2892765075","https://openalex.org/W2935968760","https://openalex.org/W3013843370","https://openalex.org/W3015234645","https://openalex.org/W3046015915","https://openalex.org/W3121003033","https://openalex.org/W3131370060","https://openalex.org/W3152119937","https://openalex.org/W3210954310","https://openalex.org/W4233690291","https://openalex.org/W4237522531","https://openalex.org/W4294266749","https://openalex.org/W4295605475","https://openalex.org/W4367395160","https://openalex.org/W4388140199"],"related_works":["https://openalex.org/W4388140199","https://openalex.org/W4288769727","https://openalex.org/W4380715522","https://openalex.org/W2405281613","https://openalex.org/W7046007724","https://openalex.org/W7098057847","https://openalex.org/W4390007303","https://openalex.org/W1513067243","https://openalex.org/W4304207553","https://openalex.org/W3024152454"],"abstract_inverted_index":{"Topological":[0],"data":[1,158],"analysis":[2],"(TDA)":[3],"provide":[4,190],"tools":[5],"that":[6,153],"are":[7,117,150],"becoming":[8],"increasingly":[9],"popular":[10],"for":[11,119,135,193],"analyzing":[12,21],"multivariate":[13,22,97,155,175],"time":[14,23,98,156,176],"series":[15,24,99,157,177],"data.":[16],"One":[17,29],"key":[18],"aspect":[19],"in":[20,41,88,183],"is":[25,31,81,100,107],"dependence":[26,39,54,86,185],"between":[27],"components.":[28],"application":[30],"on":[32,96],"brain":[33,42,90],"signal":[34],"analysis.":[35],"In":[36,165],"particular,":[37],"various":[38,60],"patterns":[40,55,87],"networks":[43],"may":[44,56],"be":[45,57],"linked":[46],"to":[47,108,173],"specific":[48,179],"tasks":[49],"and":[50,62,68,134],"cognitive":[51,63],"processes.":[52],"These":[53],"altered":[58],"by":[59],"neurological":[61],"impairments":[64],"such":[65],"as":[66,71,73],"Alzheimer's":[67],"Parkinson's":[69],"diseases,":[70],"well":[72],"attention":[74],"deficit":[75],"hyperactivity":[76],"disorder":[77],"(ADHD).":[78],"Because":[79],"there":[80,149],"no":[82,151],"ground-truth":[83],"with":[84,159,178],"known":[85],"real":[89],"signals,":[91],"testing":[92],"new":[93],"TDA":[94,141],"methods":[95,152],"still":[101],"a":[102,125,170,191],"challenge.":[103],"Our":[104],"goal":[105],"here":[106],"develop":[109],"novel":[110,171],"statistical":[111],"inference":[112],"procedures":[113],"via":[114],"simulations.":[115],"Simulations":[116],"useful":[118],"generating":[120,194],"some":[121],"null":[122],"distributions":[123],"of":[124,139,146,181],"test":[126],"statistic":[127],"(for":[128],"hypothesis":[129],"testing),":[130],"forming":[131],"confidence":[132],"regions,":[133],"evaluating":[136],"the":[137,144],"performance":[138],"proposed":[140],"methods.":[142],"To":[143],"best":[145],"our":[147],"knowledge,":[148],"simulate":[154,174],"potentially":[160],"complex":[161],"user-specified":[162],"connectivity":[163],"patterns.":[164],"this":[166],"paper":[167],"we":[168,188],"present":[169],"approach":[172],"number":[180],"cycles/holes":[182],"its":[184],"network.":[186],"Furthermore,":[187],"also":[189],"procedure":[192],"higher":[195],"dimensional":[196],"topological":[197],"features.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-12-15T00:00:00"}
