227 search results - page 3 / 46 » Generalized multiagent learning with performance bound |
ICML
2007
IEEE
14 years 8 months ago
2007
IEEE
We propose a formulation of the Decision Tree learning algorithm in the Compression settings and derive tight generalization error bounds. In particular, we propose Sample Compres...
COLT
2005
Springer
13 years 9 months ago
2005
Springer
Abstract. We investigate the generalization behavior of sequential prediction (online) algorithms, when data are generated from a probability distribution. Using some newly develop...
CDC
2010
IEEE
13 years 2 months ago
2010
IEEE
This paper studies iterative learning control (ILC) in a multi-agent framework. A group of agents simultaneously and repeatedly perform the same task. The agents improve their perf...
SLSFS
2005
Springer
14 years 1 months ago
2005
Springer
We present a method which uses example pairs of equal or unequal class labels to select a subspace with near optimal metric properties in a kernel-induced Hilbert space. A represen...
UAI
2008
13 years 9 months ago
2008
Confidence measures for the generalization error are crucial when small training samples are used to construct classifiers. A common approach is to estimate the generalization err...