Papers
4,122 papers found
A Robust Procedure For Gaussian Graphical Model Search From Microarray Data With p Larger Than n
Robert Castelo, Alberto Roverato
A Simulation-Based Algorithm for Ergodic Control of Markov Chains Conditioned on Rare Events
Shalabh Bhatnagar, Vivek S. Borkar, Madhukar Akarapu
A Very Fast Learning Method for Neural Networks Based on Sensitivity Analysis
Enrique Castillo, Bertha Guijarro-Berdiñas, Oscar Fontenla-Romero et al.
Bayesian Network Learning with Parameter Constraints
Radu Stefan Niculescu, Tom M. Mitchell, R. Bharat Rao
Bounds for Linear Multi-Task Learning
Andreas Maurer
Bounds for the Loss in Probability of Correct Classification Under Model Based Approximation
Magnus Ekdahl, Timo Koski
Building Support Vector Machines with Reduced Classifier Complexity
S. Sathiya Keerthi, Olivier Chapelle, Dennis DeCoste
Causal Graph Based Decomposition of Factored MDPs
Anders Jonsson, Andrew Barto
Collaborative Multiagent Reinforcement Learning by Payoff Propagation
Jelle R. Kok, Nikos Vlassis
Considering Cost Asymmetry in Learning Classifiers
Francis R. Bach, David Heckerman, Eric Horvitz
Consistency and Convergence Rates of One-Class SVMs and Related Algorithms
Régis Vert, Jean-Philippe Vert
Consistency of Multiclass Empirical Risk Minimization Methods Based on Convex Loss
Di-Rong Chen, Tao Sun
Distance Patterns in Structural Similarity
Thomas Kä
Efficient Learning of Label Ranking by Soft Projections onto Polyhedra
Shai Shalev-Shwartz, Yoram Singer
Ensemble Pruning Via Semi-definite Programming
Yi Zhang, Samuel Burer, W. Nick Street
Estimating the “Wrong” Graphical Model: Benefits in the Computation-Limited Setting
Martin J. Wainwright
Estimation of Gradients and Coordinate Covariation in Classification
Sayan Mukherjee, Qiang Wu
Evolutionary Function Approximation for Reinforcement Learning
Shimon Whiteson, Peter Stone
Fast SDP Relaxations of Graph Cut Clustering, Transduction, and Other Combinatorial Problems
Tijl De Bie, Nello Cristianini
Generalized Bradley-Terry Models and Multi-Class Probability Estimates
Tzu-Kuo Huang, Ruby C. Weng, Chih-Jen Lin