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» Estimation of the noise correlation matrix
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TSP
2008
97views more  TSP 2008»
13 years 5 months ago
Correlation Matching Approaches for Blind OSTBC Channel Estimation
Abstract--In this paper, the problem of blind channel estimation under orthogonal space
Javier Vía, Ignacio Santamaría
CISS
2007
IEEE
14 years 3 days ago
Estimation of block-fading channels with reduced-rank correlation matrix
— In block-fading transmission, the discrete-time taps of time-varying channels can be generally modelled as a stationary random vector process with unknown and rank-deficient c...
Osvaldo Simeone, Umberto Spagnolini
SDM
2009
SIAM
202views Data Mining» more  SDM 2009»
14 years 3 months ago
Proximity-Based Anomaly Detection Using Sparse Structure Learning.
We consider the task of performing anomaly detection in highly noisy multivariate data. In many applications involving real-valued time-series data, such as physical sensor data a...
Tsuyoshi Idé, Aurelie C. Lozano, Naoki Abe,...
CVPR
2008
IEEE
14 years 7 months ago
On errors-in-variables regression with arbitrary covariance and its application to optical flow estimation
Linear inverse problems in computer vision, including motion estimation, shape fitting and image reconstruction, give rise to parameter estimation problems with highly correlated ...
Björn Andres, Claudia Kondermann, Daniel Kond...
JMLR
2010
158views more  JMLR 2010»
13 years 17 days ago
Restricted Eigenvalue Properties for Correlated Gaussian Designs
Methods based on 1-relaxation, such as basis pursuit and the Lasso, are very popular for sparse regression in high dimensions. The conditions for success of these methods are now ...
Garvesh Raskutti, Martin J. Wainwright, Bin Yu