PKDD
2009
Springer
14 years 8 months ago
2009
Springer
Subgroup discovery is a local pattern discovery task, in which descriptions of subpopulations of a database are evaluated against some quality function. As standard quality functio...
PKDD
2009
Springer
14 years 8 months ago
2009
Springer
Abstract. Innovations such as optimistic exploration, function approximation, and hierarchical decomposition have helped scale reinforcement learning to more complex environments, ...
PKDD
2009
Springer
14 years 8 months ago
2009
Springer
PKDD
2009
Springer
14 years 8 months ago
2009
Springer
Existing feature extraction methods explore either global statistical or local geometric information underlying the data. In this paper, we propose a general framework to learn fea...
PKDD
2009
Springer
14 years 8 months ago
2009
Springer
Unlike traditional game playing, General Game Playing is concerned with agents capable of playing classes of games. Given the rules of an unknown game, the agent is supposed to pla...
PKDD
2009
Springer
14 years 8 months ago
2009
Springer
Abstract. This article presents a method for training Dynamic Factor Graphs (DFG) with continuous latent state variables. A DFG includes factors modeling joint probabilities betwee...
PKDD
2009
Springer
14 years 8 months ago
2009
Springer
Most existing semi-supervised learning methods are based on the smoothness assumption that data points in the same high density region should have the same label. This assumption, ...
PKDD
2009
Springer
14 years 8 months ago
2009
Springer
Abstract. We present a method for applying machine learning algorithms to the automatic classification of astronomy star surveys using time series of star brightness. Currently su...
PKDD
2009
Springer
14 years 8 months ago
2009
Springer
This paper aims at presenting how natural language processing and machine learning techniques can help the internet surfer to get a better overview of the pages he is reading. The ...
PKDD
2009
Springer
14 years 8 months ago
2009
Springer
