Fetching the paper…
Reading the bibliography…
We present a novel k-way high-dimensional graphical model called the Generalized Root Model (GRM) that explicitly models dependencies between variable sets of size k > 2---where k = 2 is the standard pairwise graphical model.
J. Besag, “Spatial interaction and the statistical analysis of lattice systems,”
1974
Earlier work this paper cites.
D. M. B. Lafferty and J. D., “Correlated topic models,” in
2006
Earlier work this paper cites.
P. Ravikumar, M. Wainwright, and J. Lafferty, “High-dimensional Ising model selection using l1-regularized logistic regression,”
2010
Earlier work this paper cites.
D. Blei, L. Carin, and D. Dunson, “Probabilistic topic models,”
2010
Earlier work this paper cites.
C. Hsieh, M. Sustik, I. Dhillon, and P. Ravikumar, “Sparse inverse covariance matrix estimation using quadratic approximation.,”
2011
Cited alongside, same era.
E. Yang, P. Ravikumar, G. I. Allen, and Z. Liu, “On Poisson graphical models,” in
2013
Cited alongside, same era.
D. I. Inouye, P. Ravikumar, and I. S. Dhillon, “Admixture of Poisson MRFs: A topic model with word dependencies,” in
2014
Cited alongside, same era.
C.-J. Hsieh, M. A. Sustik, I. S. Dhillon, and P. Ravikumar, “QUIC: Quadratic approximation for sparse inverse covariance estimation,”
2014
Cited alongside, same era.
D. I. Inouye, P. Ravikumar, and I. S. Dhillon, “Capturing semantically meaningful word dependencies with an admixture of {poisson mrf}s,” in
2014
Later among the works it cites.
E. Yang, P. Ravikumar, G. I. Allen, and Z. Liu, “On graphical models via univariate exponential family distributions,”
2015
Later among the works it cites.
D. I. Inouye, P. Ravikumar, and I. S. Dhillon, “Fixed-length Poisson MRF: Adding dependencies to the multinomial,” in
2015
Later among the works it cites.
D. I. Inouye, P. Ravikumar, and I. S. Dhillon, “Square root graphical models: Multivariate generalizations of univariate exponential families that permit positive dependencies,” in
2016
Closest in time.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…