On exact and optimal recovering of missing values for sequences
|dc.identifier.citation||Dokuchaev, N. 2017. On exact and optimal recovering of missing values for sequences. Signal Processing. 135: pp. 81-86.|
The paper studies recoverability of missing values for sequences in a pathwise setting without probabilistic assumptions. This setting is oriented on a situation where the underlying sequence is considered as a sole sequence rather than a member of an ensemble with known statistical properties. Sufficient conditions of recoverability are obtained; it is shown that sequences are recoverable if there is a certain degree of degeneracy of the Z-transforms. We found that, in some cases, this degree can be measured as the number of the derivatives of Z-transform vanishing at a point. For processes with non-degenerate Z-transform, an optimal recovering based on the projection on a set of recoverable sequences is suggested. Some robustness of the solution with respect to noise contamination and truncation is established.
|dc.title||On exact and optimal recovering of missing values for sequences|
|curtin.department||Department of Mathematics and Statistics|
|curtin.accessStatus||Fulltext not available|