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NIPS
2003
15 years 2 months ago
PAC-Bayesian Generic Chaining
There exist many different generalization error bounds for classification. Each of these bounds contains an improvement over the others for certain situations. Our goal is to com...
Jean-Yves Audibert, Olivier Bousquet
95
Voted
NIPS
2003
15 years 2 months ago
Auction Mechanism Design for Multi-Robot Coordination
The design of cooperative multi-robot systems is a highly active research area in robotics. Two lines of research in particular have generated interest: the solution of large, wea...
Curt A. Bererton, Geoffrey J. Gordon, Sebastian Th...
89
Voted
NIPS
2003
15 years 2 months ago
Synchrony Detection by Analogue VLSI Neurons with Bimodal STDP Synapses
We present test results from spike-timing correlation learning experiments carried out with silicon neurons with STDP (Spike Timing Dependent Plasticity) synapses. The weight chan...
Adria Bofill-i-Petit, Alan F. Murray
118
Voted
NIPS
2003
15 years 2 months ago
Can We Learn to Beat the Best Stock
A novel algorithm for actively trading stocks is presented. While traditional universal algorithms (and technical trading heuristics) attempt to predict winners or trends, our app...
Allan Borodin, Ran El-Yaniv, Vincent Gogan
121
Voted
NIPS
2003
15 years 2 months ago
Online Learning via Global Feedback for Phrase Recognition
We present a system to recognize phrases based on perceptrons, and a global online learning algorithm to train them together. The recognition strategy applies learning in two laye...
Xavier Carreras, Lluís Màrquez