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TSMC
2010
14 years 10 months ago
Credal Semantics of Bayesian Transformations in Terms of Probability Intervals
In this paper we propose a credal representation of the interval probability associated with a belief function (b.f.), and show how it relates to several classical Bayesian transfo...
Fabio Cuzzolin
CORR
2012
Springer
196views Education» more  CORR 2012»
13 years 11 months ago
PAC-Bayesian Policy Evaluation for Reinforcement Learning
Bayesian priors offer a compact yet general means of incorporating domain knowledge into many learning tasks. The correctness of the Bayesian analysis and inference, however, lar...
Mahdi Milani Fard, Joelle Pineau, Csaba Szepesv&aa...
JMLR
2012
13 years 6 months ago
SpeedBoost: Anytime Prediction with Uniform Near-Optimality
We present SpeedBoost, a natural extension of functional gradient descent, for learning anytime predictors, which automatically trade computation time for predictive accuracy by s...
Alexander Grubb, Drew Bagnell
CVPR
2012
IEEE
13 years 6 months ago
SUN attribute database: Discovering, annotating, and recognizing scene attributes
In this paper we present the first large-scale scene attribute database. First, we perform crowd-sourced human studies to find a taxonomy of 102 discriminative attributes. Next,...
Genevieve Patterson, James Hays
ISORC
2009
IEEE
15 years 10 months ago
Thread-Local Scope Caching for Real-time Java
There is increasing convergence between the fields of parallel and embedded computing. The demand for more functionality in embedded devices means that complex multicore architec...
Andy J. Wellings, Martin Schoeberl