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Maximum of entropy and extension of covariance matrices for periodically correlated and multivariate processes
- Source :
- Statistics & Probability Letters. 59:37-52
- Publication Year :
- 2002
- Publisher :
- Elsevier BV, 2002.
-
Abstract
- A one-to-one relationship exists between scalar periodically correlated nonstationary processes and multivariate stationary processes. This fact allows us to transfer results proven for ones to the others. We are interested in a probabilistic approach of results sometimes already known in a different (analytical or numerical) context, in order to simplify, generalize and unify them. We use a probabilistic approach of generalized reflection coefficients to give a constructive condition of extension of partial covariance sequences, achieved by an autoregressive model. We develop a Trench–Zohar recursion for the nonstationary case which leads to an economical algorithm to solve the associated Yule–Walker equations. Shannon and Burg entropies are linked through a Szego type theorem. A numerical example is given.
Details
- ISSN :
- 01677152
- Volume :
- 59
- Database :
- OpenAIRE
- Journal :
- Statistics & Probability Letters
- Accession number :
- edsair.doi...........c1ead830fbc8b753d8760bcd92218188