ECML
2004
Springer
13 years 9 months ago
2004
Springer
Abstract. We present first experiments using Support Vector Regression as function approximator for an on-line, sarsa-like reinforcement learner. To overcome the batch nature of S...
ECML
2004
Springer
13 years 9 months ago
2004
Springer
The standard framework of machine learning problems assumes that the available data is independent and identically distributed (i.i.d.). However, in some applications such as image...
ECML
2004
Springer
13 years 9 months ago
2004
Springer
One approach to improve the accuracy of classifications based on generative models is to combine them with successful discriminative algorithms. Fisher kernels were developed to c...
ECML
2004
Springer
13 years 9 months ago
2004
Springer
ECML
2004
Springer
13 years 9 months ago
2004
Springer
ECML
2004
Springer
13 years 9 months ago
2004
Springer
In this paper, we show how the dynamics of Q-learning can be visualized and analyzed from a perspective of Evolutionary Dynamics (ED). More specifically, we show how ED can be use...
ECML
2004
Springer
13 years 9 months ago
2004
Springer
ECML
2004
Springer
13 years 9 months ago
2004
Springer
HEXQ is a reinforcement learning algorithm that discovers hierarchical structure automatically. The generated task hierarchy repthe problem at different levels of abstraction. In ...
ECML
2004
Springer
13 years 9 months ago
2004
Springer
ECML
2004
Springer
13 years 9 months ago
2004
Springer
Abstract. In this paper, we investigate the properties of commonly used prepruning heuristics for rule learning by visualizing them in PN-space. PN-space is a variant of ROC-space,...