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CORR
2002
Springer
102views Education» more  CORR 2002»
14 years 9 months ago
Tight Approximation Results for General Covering Integer Programs
In this paper we study approximation algorithms for solving a general covering integer program. An
Stavros G. Kolliopoulos, Neal E. Young
JCM
2007
105views more  JCM 2007»
14 years 9 months ago
Generalization Capabilities Enhancement of a Learning System by Fuzzy Space Clustering
Abstract— We have used measurements taken on real network to enhance the performance of our radio network planning tool. A distribution learning technique is adopted to realize t...
Zakaria Nouir, Berna Sayraç, Benoît F...
CVPR
2008
IEEE
15 years 11 months ago
A unified framework for generalized Linear Discriminant Analysis
Linear Discriminant Analysis (LDA) is one of the wellknown methods for supervised dimensionality reduction. Over the years, many LDA-based algorithms have been developed to cope w...
Shuiwang Ji, Jieping Ye
CORR
2010
Springer
47views Education» more  CORR 2010»
14 years 10 months ago
Robustness and Generalization
We derive generalization bounds for learning algorithms based on their robustness: the property that if a testing sample is "similar" to a training sample, then the test...
Huan Xu, Shie Mannor
ICTAI
2003
IEEE
15 years 3 months ago
Q-Concept-Learning: Generalization with Concept Lattice Representation in Reinforcement Learning
One of the very interesting properties of Reinforcement Learning algorithms is that they allow learning without prior knowledge of the environment. However, when the agents use al...
Marc Ricordeau