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» Topologically-constrained latent variable models
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ECSQARU
2007
Springer
14 years 4 months ago
Causal Graphical Models with Latent Variables: Learning and Inference
Stijn Meganck, Philippe Leray, Bernard Manderick
ML
2008
ACM
13 years 9 months ago
Flexible latent variable models for multi-task learning
Jian Zhang 0003, Zoubin Ghahramani, Yiming Yang
JMLR
2011
125views more  JMLR 2011»
13 years 4 months ago
Approximate Marginals in Latent Gaussian Models
We consider the problem of improving the Gaussian approximate posterior marginals computed by expectation propagation and the Laplace method in latent Gaussian models and propose ...
Botond Cseke, Tom Heskes
EMNLP
2008
13 years 11 months ago
Sparse Multi-Scale Grammars for Discriminative Latent Variable Parsing
We present a discriminative, latent variable approach to syntactic parsing in which rules exist at multiple scales of refinement. The model is formally a latent variable CRF gramm...
Slav Petrov, Dan Klein
PAMI
2010
249views more  PAMI 2010»
13 years 8 months ago
Object Detection with Discriminatively Trained Part-Based Models
—We describe an object detection system based on mixtures of multiscale deformable part models. Our system is able to represent highly variable object classes and achieves state-...
Pedro F. Felzenszwalb, Ross B. Girshick, David A. ...