Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387083368> ?p ?o ?g. }
- W4387083368 endingPage "114054" @default.
- W4387083368 startingPage "114054" @default.
- W4387083368 abstract "Causal discovery based on temporal observations poses a significant challenge, especially when dealing with causal relationships among dynamical systems exhibiting chaotic attractors. Existing solutions are data-intensive and unable to detect hidden common drivers (also known as common causes or confounders). To address these limitations, we propose a novel method that overcomes both issues. Our method relies on Takens’ embedding theorem and assesses the complexity of rank order patterns in the embedded series by measuring compressibility through non-sequential recursive pair substitution. Remarkably, this approach is effective even with short data samples and has the capability to detect both unidirectional and bidirectional causation, as well as hidden common causes. To validate its performance, we apply the method to synthetic datasets and human electrophysiological data obtained from an epileptic patient. The method successfully provides insights into the involvement of the left and right hippocampus before, during, and after an epileptic seizure. Consequently, our method may offer valuable additional information for decision-making medical panels in determining the optimal intervention locations. Due to its advantages and simplicity, this method holds promise for application in various scientific and practical domains with successful outcomes." @default.
- W4387083368 created "2023-09-28" @default.
- W4387083368 creator A5000346486 @default.
- W4387083368 creator A5011145878 @default.
- W4387083368 creator A5022170663 @default.
- W4387083368 creator A5022644154 @default.
- W4387083368 creator A5055018846 @default.
- W4387083368 creator A5056283197 @default.
- W4387083368 creator A5074753291 @default.
- W4387083368 date "2023-11-01" @default.
- W4387083368 modified "2023-10-16" @default.
- W4387083368 title "CCDH: Complexity based Causal Discovery of Hidden common cause in time series" @default.
- W4387083368 cites W1673814912 @default.
- W4387083368 cites W1979150118 @default.
- W4387083368 cites W1994477566 @default.
- W4387083368 cites W2014683958 @default.
- W4387083368 cites W2030499717 @default.
- W4387083368 cites W2040971434 @default.
- W4387083368 cites W2069675207 @default.
- W4387083368 cites W2113748017 @default.
- W4387083368 cites W2128018231 @default.
- W4387083368 cites W2173362524 @default.
- W4387083368 cites W2809868225 @default.
- W4387083368 cites W2912179949 @default.
- W4387083368 cites W3103145119 @default.
- W4387083368 cites W3104323295 @default.
- W4387083368 cites W3131150073 @default.
- W4387083368 cites W3135463656 @default.
- W4387083368 doi "https://doi.org/10.1016/j.chaos.2023.114054" @default.
- W4387083368 hasPublicationYear "2023" @default.
- W4387083368 type Work @default.
- W4387083368 citedByCount "0" @default.
- W4387083368 crossrefType "journal-article" @default.
- W4387083368 hasAuthorship W4387083368A5000346486 @default.
- W4387083368 hasAuthorship W4387083368A5011145878 @default.
- W4387083368 hasAuthorship W4387083368A5022170663 @default.
- W4387083368 hasAuthorship W4387083368A5022644154 @default.
- W4387083368 hasAuthorship W4387083368A5055018846 @default.
- W4387083368 hasAuthorship W4387083368A5056283197 @default.
- W4387083368 hasAuthorship W4387083368A5074753291 @default.
- W4387083368 hasBestOaLocation W43870833681 @default.
- W4387083368 hasConcept C114614502 @default.
- W4387083368 hasConcept C119857082 @default.
- W4387083368 hasConcept C121332964 @default.
- W4387083368 hasConcept C124101348 @default.
- W4387083368 hasConcept C134306372 @default.
- W4387083368 hasConcept C143724316 @default.
- W4387083368 hasConcept C151406439 @default.
- W4387083368 hasConcept C151730666 @default.
- W4387083368 hasConcept C154945302 @default.
- W4387083368 hasConcept C163504300 @default.
- W4387083368 hasConcept C164226766 @default.
- W4387083368 hasConcept C164380108 @default.
- W4387083368 hasConcept C166151441 @default.
- W4387083368 hasConcept C17744445 @default.
- W4387083368 hasConcept C199539241 @default.
- W4387083368 hasConcept C2777052490 @default.
- W4387083368 hasConcept C33923547 @default.
- W4387083368 hasConcept C41008148 @default.
- W4387083368 hasConcept C41608201 @default.
- W4387083368 hasConcept C62520636 @default.
- W4387083368 hasConcept C86803240 @default.
- W4387083368 hasConceptScore W4387083368C114614502 @default.
- W4387083368 hasConceptScore W4387083368C119857082 @default.
- W4387083368 hasConceptScore W4387083368C121332964 @default.
- W4387083368 hasConceptScore W4387083368C124101348 @default.
- W4387083368 hasConceptScore W4387083368C134306372 @default.
- W4387083368 hasConceptScore W4387083368C143724316 @default.
- W4387083368 hasConceptScore W4387083368C151406439 @default.
- W4387083368 hasConceptScore W4387083368C151730666 @default.
- W4387083368 hasConceptScore W4387083368C154945302 @default.
- W4387083368 hasConceptScore W4387083368C163504300 @default.
- W4387083368 hasConceptScore W4387083368C164226766 @default.
- W4387083368 hasConceptScore W4387083368C164380108 @default.
- W4387083368 hasConceptScore W4387083368C166151441 @default.
- W4387083368 hasConceptScore W4387083368C17744445 @default.
- W4387083368 hasConceptScore W4387083368C199539241 @default.
- W4387083368 hasConceptScore W4387083368C2777052490 @default.
- W4387083368 hasConceptScore W4387083368C33923547 @default.
- W4387083368 hasConceptScore W4387083368C41008148 @default.
- W4387083368 hasConceptScore W4387083368C41608201 @default.
- W4387083368 hasConceptScore W4387083368C62520636 @default.
- W4387083368 hasConceptScore W4387083368C86803240 @default.
- W4387083368 hasLocation W43870833681 @default.
- W4387083368 hasOpenAccess W4387083368 @default.
- W4387083368 hasPrimaryLocation W43870833681 @default.
- W4387083368 hasRelatedWork W2001163940 @default.
- W4387083368 hasRelatedWork W2082884906 @default.
- W4387083368 hasRelatedWork W2169362996 @default.
- W4387083368 hasRelatedWork W2318462079 @default.
- W4387083368 hasRelatedWork W2340294931 @default.
- W4387083368 hasRelatedWork W2377705019 @default.
- W4387083368 hasRelatedWork W2379488025 @default.
- W4387083368 hasRelatedWork W2565482338 @default.
- W4387083368 hasRelatedWork W2585728124 @default.
- W4387083368 hasRelatedWork W2802455359 @default.
- W4387083368 hasVolume "176" @default.
- W4387083368 isParatext "false" @default.