Sparse Kalman Filtering Approaches to Covariance Estimation from High Frequency Data in the Presence of Jumps

Michael Ho, Jack Xin

Estimation of the covariance matrix of asset returns from high frequency data is complicated by asynchronous returns, market mi- crostructure noise and jumps. One technique for add…