MLDM
2007
Springer
14 years 5 months ago
2007
Springer
Recursive Feature Elimination (RFE) combined with feature ranking is an effective technique for eliminating irrelevant features when the feature dimension is large, but it is diffi...
MLDM
2007
Springer
14 years 5 months ago
2007
Springer
This paper presents a novel solution for the problem of building text classifier using positive documents (P) and unlabeled documents (U). Here, the unlabeled documents are mixed w...
IWCLS
2007
Springer
14 years 5 months ago
2007
Springer
IWCLS
2007
Springer
14 years 5 months ago
2007
Springer
Learning Classifier Systems use evolutionary algorithms to facilitate rule- discovery, where rule fitness is traditionally payoff based and assigned under a sharing scheme. Most c...
IWCLS
2007
Springer
14 years 5 months ago
2007
Springer
This paper presents Fuzzy-UCS, a Michigan-style Learning Fuzzy-Classifier System designed for supervised learning tasks. FuzzyUCS combines the generalization capabilities of UCS w...
IWCLS
2007
Springer
14 years 5 months ago
2007
Springer
In this paper we explicitly identify the probabilistic model underlying LCS by linking it to a generalisation of the common Mixture-of-Experts model. Having an explicit representa...
IWCLS
2007
Springer
14 years 5 months ago
2007
Springer
Abstract. This paper provides a deep insight into the learning mechanisms of UCS, a learning classifier system (LCS) derived from XCS that works under a supervised learning scheme...
IWCLS
2007
Springer
14 years 5 months ago
2007
Springer
IWCLS
2007
Springer
14 years 5 months ago
2007
Springer
ISNN
2007
Springer
14 years 5 months ago
2007
Springer
A novel online dynamic value system for machine learning is proposed in this paper. The proposed system has a dual network structure: data processing network (DPN) and information ...