Granger causality

GPTKB entity

Statements (31)
Predicate Object
gptkbp:instanceOf statistical hypothesis test
gptkbp:application climate science
economics
engineering
finance
neuroscience
gptkbp:assumes linear relationships
stationary time series
gptkbp:field statistics
time series analysis
econometrics
gptkbp:generalizes conditional Granger causality
multivariate Granger causality
nonlinear Granger causality
https://www.w3.org/2000/01/rdf-schema#label Granger causality
gptkbp:introducedIn 1969
gptkbp:limitation does not imply true causality
requires sufficient data points
sensitive to omitted variables
gptkbp:namedAfter gptkb:Clive_Granger
gptkbp:relatedConcept causality
F-test
forecasting
vector autoregression
stationarity
lagged variables
gptkbp:statistic F-statistic
gptkbp:type regression-based test
gptkbp:usedFor testing whether one time series can predict another
gptkbp:bfsParent gptkb:Clive_Granger
gptkbp:bfsLayer 5