High Dimensional Time Series Analysis Tools


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Documentation for package ‘HDTSA’ version 1.0.3

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Coint Identifying cointegration rank of given time series
CP_MTS Estimation of matrix CP-factor model
DGP.CP Data generate process of matrix CP-factor model
Factors Factor modeling: Inference for the number of factors
HDSReg High dimensional stochastic regression with latent factors
MartG_test Testing for martingale difference hypothesis in high dimension
PCA_TS Principal component analysis for time serise
SpecMulTest Statistical inference for high-dimensional spectral density matrix
SpecTest Statistical inference for high-dimensional spectral density matrix
UR_test Testing for unit roots based on sample autocovariances
WN_test Testing for white noise hypothesis in high dimension