Variational Wishart Approximation for Graphical Model Selection: Monoscale and Multiscale Models

Hang Yu; Luyin Xin; Justin Dauwels

doi:10.1109/tsp.2019.2953651

Variational Wishart Approximation for Graphical Model Selection: Monoscale and Multiscale Models

IEEE Transactions on Signal Processing ◽

10.1109/tsp.2019.2953651 ◽

2019 ◽

Vol 67 (24) ◽

pp. 6468-6482

Author(s):

Hang Yu ◽

Luyin Xin ◽

Justin Dauwels

Keyword(s):

Model Selection ◽

Graphical Model ◽

Multiscale Models

Download Full-text

Necessary conditions for consistent set-based graphical model selection

2011 IEEE International Symposium on Information Theory Proceedings ◽

10.1109/isit.2011.6034133 ◽

2011 ◽

Cited By ~ 5

Author(s):

Divyanshu Vats ◽

Jose M. F. Moura

Keyword(s):

Model Selection ◽

Graphical Model ◽

Necessary Conditions

Download Full-text

Efficient Bayesian Regularization for Graphical Model Selection

Bayesian Analysis ◽

10.1214/17-ba1086 ◽

2019 ◽

Vol 14 (2) ◽

pp. 449-476 ◽

Cited By ~ 3

Author(s):

Suprateek Kundu ◽

Bani K. Mallick ◽

Veera Baladandayuthapani

Keyword(s):

Model Selection ◽

Graphical Model ◽

Bayesian Regularization

Download Full-text

A graphical model selection tool for mixed models

Communications in Statistics - Simulation and Computation ◽

10.1080/03610918.2017.1353617 ◽

2017 ◽

Vol 47 (9) ◽

pp. 2624-2638 ◽

Cited By ~ 2

Author(s):

M. Sciandra ◽

A. Plaia

Keyword(s):

Model Selection ◽

Mixed Models ◽

Graphical Model ◽

Selection Tool

Download Full-text

Strategies for Graphical Model Selection

Selecting Models from Data - Lecture Notes in Statistics ◽

10.1007/978-1-4612-2660-4_10 ◽

1994 ◽

pp. 91-100 ◽

Cited By ~ 7

Author(s):

David Madigan ◽

Adrian E. Raftery ◽

Jeremy C. York ◽

Jeffrey M. Bradshaw ◽

Russell G. Almond

Keyword(s):

Model Selection ◽

Graphical Model

Download Full-text

Maximum Entropy Relaxation for Graphical Model Selection Given Inconsistent Statistics

2007 IEEE/SP 14th Workshop on Statistical Signal Processing ◽

10.1109/ssp.2007.4301334 ◽

2007 ◽

Cited By ~ 2

Author(s):

Venkat Chandrasekaran ◽

Jason K. Johnson ◽

Alan S. Willsky

Keyword(s):

Model Selection ◽

Maximum Entropy ◽

Graphical Model

Download Full-text

Scad-Penalized Complex Gaussian Graphical Model Selection

2020 IEEE 30th International Workshop on Machine Learning for Signal Processing (MLSP) ◽

10.1109/mlsp49062.2020.9231821 ◽

2020 ◽

Author(s):

Jitendra K. Tugnait

Keyword(s):

Model Selection ◽

Graphical Model ◽

Gaussian Graphical Model

Download Full-text

Maximum entropy relaxation for multiscale graphical model selection

2008 IEEE International Conference on Acoustics, Speech and Signal Processing ◽

10.1109/icassp.2008.4518003 ◽

2008 ◽

Cited By ~ 1

Author(s):

Myung Jin Choi ◽

Venkat Chandrasekaran ◽

Alan S. Willsky

Keyword(s):

Model Selection ◽

Maximum Entropy ◽

Graphical Model

Download Full-text

On Sparse Complex Gaussian Graphical Model Selection

2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP) ◽

10.1109/mlsp.2019.8918691 ◽

2019 ◽

Cited By ~ 1

Author(s):

Jitendra K. Tugnait

Keyword(s):

Model Selection ◽

Graphical Model ◽

Gaussian Graphical Model

Download Full-text

Rejoinder: Latent variable graphical model selection via convex optimization

The Annals of Statistics ◽

10.1214/12-aos1020 ◽

2012 ◽

Vol 40 (4) ◽

pp. 2005-2013 ◽

Cited By ~ 2

Author(s):

Venkat Chandrasekaran ◽

Pablo A. Parrilo ◽

Alan S. Willsky

Keyword(s):

Model Selection ◽

Convex Optimization ◽

Latent Variable ◽

Graphical Model

Download Full-text

Model selection and estimation in the matrix normal graphical model

Journal of Multivariate Analysis ◽

10.1016/j.jmva.2012.01.005 ◽

2012 ◽

Vol 107 ◽

pp. 119-140 ◽

Cited By ~ 28

Author(s):

Jianxin Yin ◽

Hongzhe Li

Keyword(s):

Model Selection ◽

Graphical Model ◽

The Matrix ◽

Matrix Normal

Download Full-text