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GECCO
2007
Springer
155views Optimization» more  GECCO 2007»
16 years 5 days ago
Towards clustering with XCS
This paper presents a novel approach to clustering using an accuracy-based Learning Classifier System. Our approach achieves this by exploiting the generalization mechanisms inher...
Kreangsak Tamee, Larry Bull, Ouen Pinngern
GECCO
2007
Springer
163views Optimization» more  GECCO 2007»
16 years 5 days ago
Supporting free-form design using a component based representation: an overview
This paper reviews the development of an interactive evolutionary design system (IEDS) for conceptual design, which integrates an agent based ‘build and evolve’ approach with ...
Azahar T. Machwe, Ian C. Parmee
ICARIS
2007
Springer
16 years 5 days ago
Motif Detection Inspired by Immune Memory
The search for patterns or motifs in data represents an area of key interest to many researchers. In this paper we present the Motif Tracking Algorithm, a novel immune inspired pat...
William O. Wilson, Phil Birkin, Uwe Aickelin
IDEAL
2007
Springer
16 years 4 days ago
Out of Bootstrap Estimation of Generalization Error Curves in Bagging Ensembles
The dependence of the classification error on the size of a bagging ensemble can be modeled within the framework of Monte Carlo theory for ensemble learning. These error curves ar...
Daniel Hernández-Lobato, Gonzalo Mart&iacut...
ILP
2007
Springer
16 years 4 days ago
Combining Clauses with Various Precisions and Recalls to Produce Accurate Probabilistic Estimates
Statistical Relational Learning (SRL) combines the benefits of probabilistic machine learning approaches with complex, structured domains from Inductive Logic Programming (ILP). W...
Mark Goadrich, Jude W. Shavlik