Large Precision Matrix Estimation for Time Series Data with Latent Factor Model

来源 :2009 International Conference on Financial Statistics and Fi | 被引量 : 0次 | 上传用户:udbnny
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  Estimating a large precision (inverse covariance) matrix is diffcult due to the curse of dimensionality.The sample covariance matrix is notoriously bad for estimating the covariance matrix when the dimension p of the multivariate vector is comparable or even larger than the number of time points n observed.It is singular and hence cannot be inverted for the precision matrix.
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