FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3152182812> ?p ?o ?g. }

• W3152182812 abstract "Inferring nonlinear and asymmetric causal relationships between multivariate longitudinal data is a challenging task with wide-ranging application areas including clinical medicine, mathematical biology, economics and environmental research. A number of methods for inferring causal relationships within complex dynamic and stochastic systems have been proposed but there is not a unified consistent definition of causality in this context. We evaluate the performance of ten prominent bivariate causality indices for time series data, across four simulated model systems that have different coupling schemes and characteristics. In further experiments, we show that these methods may not always be invariant to real-world relevant transformations (data availability, standardisation and scaling, rounding error, missing data and noisy data). We recommend transfer entropy and nonlinear Granger causality as likely to be particularly robust indices for estimating bivariate causal relationships in real-world applications. Finally, we provide flexible open-access Python code for computation of these methods and for the model simulations." @default.
• W3152182812 created "2021-04-13" @default.
• W3152182812 creator A5004633766 @default.
• W3152182812 creator A5026329996 @default.
• W3152182812 creator A5027793258 @default.
• W3152182812 date "2021-08-01" @default.
• W3152182812 modified "2023-10-05" @default.
• W3152182812 title "Causality indices for bivariate time series data: A comparative review of performance" @default.
• W3152182812 cites W1753888473 @default.
• W3152182812 cites W1905165981 @default.
• W3152182812 cites W2011301426 @default.
• W3152182812 cites W2020245429 @default.
• W3152182812 cites W2024472792 @default.
• W3152182812 cites W2025836487 @default.
• W3152182812 cites W2031365860 @default.
• W3152182812 cites W2040704490 @default.
• W3152182812 cites W2041782669 @default.
• W3152182812 cites W2054658115 @default.
• W3152182812 cites W2055665704 @default.
• W3152182812 cites W2061939373 @default.
• W3152182812 cites W2063032535 @default.
• W3152182812 cites W2064549140 @default.
• W3152182812 cites W2071949631 @default.
• W3152182812 cites W2076927242 @default.
• W3152182812 cites W2079656335 @default.
• W3152182812 cites W2079948225 @default.
• W3152182812 cites W2083278075 @default.
• W3152182812 cites W2089405052 @default.
• W3152182812 cites W2091492183 @default.
• W3152182812 cites W2092939357 @default.
• W3152182812 cites W2096023955 @default.
• W3152182812 cites W2101668146 @default.
• W3152182812 cites W2117200587 @default.
• W3152182812 cites W2117259173 @default.
• W3152182812 cites W2125566231 @default.
• W3152182812 cites W2130535167 @default.
• W3152182812 cites W2140259111 @default.
• W3152182812 cites W2152112426 @default.
• W3152182812 cites W2156282037 @default.
• W3152182812 cites W2178225550 @default.
• W3152182812 cites W2181523240 @default.
• W3152182812 cites W2317895244 @default.
• W3152182812 cites W2884025810 @default.
• W3152182812 cites W2949505632 @default.
• W3152182812 cites W2952121911 @default.
• W3152182812 cites W3099878876 @default.
• W3152182812 cites W3100543032 @default.
• W3152182812 cites W3101150805 @default.
• W3152182812 cites W3102008707 @default.
• W3152182812 cites W3103145119 @default.
• W3152182812 doi "https://doi.org/10.1063/5.0053519" @default.
• W3152182812 hasPublicationYear "2021" @default.
• W3152182812 type Work @default.
• W3152182812 sameAs 3152182812 @default.
• W3152182812 citedByCount "8" @default.
• W3152182812 countsByYear W31521828122020 @default.
• W3152182812 countsByYear W31521828122022 @default.
• W3152182812 countsByYear W31521828122023 @default.
• W3152182812 crossrefType "journal-article" @default.
• W3152182812 hasAuthorship W3152182812A5004633766 @default.
• W3152182812 hasAuthorship W3152182812A5026329996 @default.
• W3152182812 hasAuthorship W3152182812A5027793258 @default.
• W3152182812 hasBestOaLocation W31521828121 @default.
• W3152182812 hasConcept C119857082 @default.
• W3152182812 hasConcept C121332964 @default.
• W3152182812 hasConcept C124101348 @default.
• W3152182812 hasConcept C129824826 @default.
• W3152182812 hasConcept C148264743 @default.
• W3152182812 hasConcept C149782125 @default.
• W3152182812 hasConcept C151406439 @default.
• W3152182812 hasConcept C154945302 @default.
• W3152182812 hasConcept C182049051 @default.
• W3152182812 hasConcept C33923547 @default.
• W3152182812 hasConcept C41008148 @default.
• W3152182812 hasConcept C62520636 @default.
• W3152182812 hasConcept C64341305 @default.
• W3152182812 hasConcept C64357122 @default.
• W3152182812 hasConcept C9679016 @default.
• W3152182812 hasConceptScore W3152182812C119857082 @default.
• W3152182812 hasConceptScore W3152182812C121332964 @default.
• W3152182812 hasConceptScore W3152182812C124101348 @default.
• W3152182812 hasConceptScore W3152182812C129824826 @default.
• W3152182812 hasConceptScore W3152182812C148264743 @default.
• W3152182812 hasConceptScore W3152182812C149782125 @default.
• W3152182812 hasConceptScore W3152182812C151406439 @default.
• W3152182812 hasConceptScore W3152182812C154945302 @default.
• W3152182812 hasConceptScore W3152182812C182049051 @default.
• W3152182812 hasConceptScore W3152182812C33923547 @default.
• W3152182812 hasConceptScore W3152182812C41008148 @default.
• W3152182812 hasConceptScore W3152182812C62520636 @default.
• W3152182812 hasConceptScore W3152182812C64341305 @default.
• W3152182812 hasConceptScore W3152182812C64357122 @default.
• W3152182812 hasConceptScore W3152182812C9679016 @default.
• W3152182812 hasFunder F4320334627 @default.
• W3152182812 hasIssue "8" @default.
• W3152182812 hasLocation W31521828121 @default.
• W3152182812 hasLocation W31521828122 @default.
• W3152182812 hasLocation W31521828123 @default.
• W3152182812 hasLocation W31521828124 @default.
• W3152182812 hasOpenAccess W3152182812 @default.

• next