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» The Inference Problem: A Survey
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CVPR
2010
IEEE
15 years 9 months ago
Beyond Trees: MRF Inference via Outer-Planar Decomposition
Maximum a posteriori (MAP) inference in Markov Random Fields (MRFs) is an NP-hard problem, and thus research has focussed on either finding efficiently solvable subclasses (e.g. t...
Dhruv Batra, Andrew Gallagher, Devi Parikh, Tsuhan...
131
Voted
ICML
2009
IEEE
16 years 1 months ago
Interactively optimizing information retrieval systems as a dueling bandits problem
We present an on-line learning framework tailored towards real-time learning from observed user behavior in search engines and other information retrieval systems. In particular, ...
Yisong Yue, Thorsten Joachims
163
Voted
CSLP
2004
Springer
15 years 6 months ago
Problems of Inducing Large Coverage Constraint-Based Dependency Grammar for Czech
Abstract. This article describes an attempt to implement a constraintbased dependency grammar for Czech, a language with rich morphology and free word order, in the formalism Exten...
Ondrej Bojar
NIPS
2003
15 years 1 months ago
Feature Selection in Clustering Problems
A novel approach to combining clustering and feature selection is presented. It implements a wrapper strategy for feature selection, in the sense that the features are directly se...
Volker Roth, Tilman Lange
117
Voted
WOLLIC
2009
Springer
15 years 7 months ago
Deep Inference in Bi-intuitionistic Logic
Bi-intuitionistic logic is the extension of intuitionistic logic with exclusion, a connective dual to implication. Cut-elimination in biintuitionistic logic is complicated due to t...
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