Fetching the paper…
Reading the bibliography…
We develop Square Root Graphical Models (SQR), a novel class of parametric graphical models that provides multivariate generalizations of univariate exponential family distributions.
A multivariate exponential distribution
Marshall, A. W. and Olkin, I · 1967
Earlier work this paper cites.
Spatial interaction and the statistical analysis of lattice systems
Besag, J · 1974
Earlier work this paper cites.
Annealed importance sampling
Neal, R. M · 2001
Earlier work this paper cites.
Modelling dependence with copulas and applications to risk management
Embrechts, P., Lindskog, F., and Mcneil, A · 2003
Earlier work this paper cites.
An EM algorithm for multivariate Poisson distribution and related models
Karlis, D · 2003
Earlier work this paper cites.
A primer on copulas for count data
Genest, C. and Neslehova, J · 2007
Earlier work this paper cites.
Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data
Banerjee, O., El Ghaoui, L., and D’Aspremont, A · 2008
Earlier work this paper cites.
Sparse inverse covariance estimation with the graphical lasso
Friedman, J., Hastie, T., and Tibshirani, R · 2008
Cited alongside, same era.
Graphical models, exponential families, and variational inference
Wainwright, M. J. and Jordan, M. I · 2008
Cited alongside, same era.
Copula Theory and Its Applications
Bickel, P., Diggle, P., Fienberg, S., Gather, U., and Olkin, I · 2009
Cited alongside, same era.
The nonparanormal: Semiparametric estimation of high dimensional undirected graphs
Liu, H., Lafferty, J., and Wasserman, L · 2009
Cited alongside, same era.
On learning discrete graphical models using group-sparse regularization
Jalali, A., Ravikumar, P., Vasuki, V., and Sanghavi, S · 2010
Cited alongside, same era.
High-dimensional Ising model selection using L1-regularized logistic regression
Ravikumar, P., Wainwright, M., and Lafferty, J · 2010
On Poisson graphical models
Yang, E., Ravikumar, P., Allen, G. I., and Liu, Z · 2013
Later among the works it cites.
QUIC: Quadratic approximation for sparse inverse covariance estimation
Hsieh, C-J., Sustik, M. A., Dhillon, I. S., and Ravikumar, P · 2014
Later among the works it cites.
Admixture of Poisson MRFs: A topic model with word dependencies
Inouye, D. I., Ravikumar, P., and Dhillon, I. S · 2014
Later among the works it cites.
Mixed graphical models via exponential families
Yang, E., Baker, Y., Ravikumar, P., Allen, G. I., and Liu, Z · 2014
Later among the works it cites.
Fixed-length Poisson MRF: Adding dependencies to the multinomial
Inouye, D. I., Ravikumar, P., and Dhillon, I. S · 2015
Later among the works it cites.
Vector-space Markov random fields via exponential families
Tansey, W., Padilla, O. H. M., Suggala, A. S., and Ravikumar, P · 2015
Later among the works it cites.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Cited alongside, same era.
A local Poisson graphical model for inferring networks from sequencing data
Allen, G. I. and Liu, Z · 2013
Cited alongside, same era.
Capturing semantically meaningful word dependencies with an admixture of Poisson MRFs
Inouye, D. I., Ravikumar, P., and Dhillon, I. S
Cited in the paper.
On graphical models via univariate exponential family distributions
Yang, E., Ravikumar, P., Allen, G. I., and Liu, Z · 2015
Later among the works it cites.