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» Learning and Inference with Constraints
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JMLR
2010
70views more  JMLR 2010»
13 years 2 months ago
State-Space Inference and Learning with Gaussian Processes
Ryan Turner, Marc Peter Deisenroth, Carl Edward Ra...
EMNLP
2011
12 years 7 months ago
Reducing Grounded Learning Tasks To Grammatical Inference
Benjamin Börschinger, Bevan K. Jones, Mark Jo...
PR
2006
76views more  PR 2006»
13 years 7 months ago
Extending the relevant component analysis algorithm for metric learning using both positive and negative equivalence constraints
Relevant component analysis (RCA) is a recently proposed metric learning method for semi-supervised learning applications. It is a simple and efficient method that has been applie...
Dit-Yan Yeung, Hong Chang
IJCAI
2007
13 years 9 months ago
Recursive Random Fields
A formula in first-order logic can be viewed as a tree, with a logical connective at each node, and a knowledge base can be viewed as a tree whose root is a conjunction. Markov l...
Daniel Lowd, Pedro Domingos
COGSCI
2010
87views more  COGSCI 2010»
13 years 6 months ago
The Logical Problem of Language Acquisition: A Probabilistic Perspective
Natural language is full of patterns that appear to fit with general linguistic rules but are ungrammatical. There has been much debate over how children acquire these ‘‘ling...
Anne S. Hsu, Nick Chater