The Centroid Decomposition (CD) is a matrix decomposition technique that has been successfully applied for the recovery of blocks of missing values in time series. It takes as input a set of correlated time series and reconstructs the type, the shape and the amplitude of the missing bocks by learning from the history of the time series that contains the missing blocks together with the history of other correlated time series. CD based recovery technique outperforms the state-of-the-art techniques, e.g., REBOM, for the recovery of blocks of missing values in shifted time series moreā€¦