Constrained Factor Model
Performs factor model analysis with a given constrained matrix
hfactor(X, H, r)
X
: A T-by-k data matrix of an observed k-dimensional time seriesH
: The constrained matrix with each column representing a constraintr
: The number of common factorResults of the traditional PCA and constrained factor models are given
Tsay (2014, Chapter 6). Tsai and Tsay (2010, JASA)
Ruey S. Tsay
data("mts-examples",package="MTS") rtn=log(tenstocks[,2:11]+1) # compute log returns h1=c(1,1,1,1,rep(0,6)) # specify the constraints h2=c(0,0,0,0,1,1,1,0,0,0) h3=c(rep(0,7),1,1,1) H=cbind(h1,h2,h3) m1=hfactor(rtn,H,3)
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