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CORR
2010
Springer
67views Education» more  CORR 2010»
13 years 11 months ago
Learning Latent Tree Graphical Models
Myung Jin Choi, Vincent Y. F. Tan, Animashree Anan...
ICCV
2011
IEEE
12 years 11 months ago
Learning to Cluster Using High Order Graphical Models with Latent Variables
This paper proposes a very general max-margin learning framework for distance-based clustering. To this end, it formulates clustering as a high order energy minimization problem w...
Nikos Komodakis
ECSQARU
2007
Springer
14 years 5 months ago
Causal Graphical Models with Latent Variables: Learning and Inference
Stijn Meganck, Philippe Leray, Bernard Manderick
ICML
2005
IEEE
14 years 11 months ago
New d-separation identification results for learning continuous latent variable models
Learning the structure of graphical models is an important task, but one of considerable difficulty when latent variables are involved. Because conditional independences using hid...
Ricardo Silva, Richard Scheines
PAMI
2011
13 years 5 months ago
Greedy Learning of Binary Latent Trees
—Inferring latent structures from observations helps to model and possibly also understand underlying data generating processes. A rich class of latent structures are the latent ...
Stefan Harmeling, Christopher K. I. Williams