On Conditional Independence Graph Learning From Multi-Attribute Gaussian Dependent Time Series

Estimation of the conditional independence graph (CIG) of high-dimensional multivariate Gaussian time series from multi-attribute data is considered. Existing methods for graph estimation for such data are based on single-attribute models where one associates a scalar time series with each node. In...

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Bibliographic Details
Main Author: Jitendra K. Tugnait
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Open Journal of Signal Processing
Subjects:
Online Access:https://ieeexplore.ieee.org/document/11030300/
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