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ESANN
2006
13 years 9 months ago
Diversity creation in local search for the evolution of neural network ensembles
Abstract. The EENCL algorithm [1] automatically designs neural network ensembles for classification, combining global evolution with local search based on gradient descent. Two mec...
Pete Duell, Iris Fermin, Xin Yao
AE
2003
Springer
14 years 22 days ago
A Study of Diversity in Multipopulation Genetic Programming
In this work we study how using multiple communicating populations instead of a single panmictic one may help in maintaining diversity during GP runs. After defining suitable geno...
Marco Tomassini, Leonardo Vanneschi, Francisco Fer...
ICCBR
2010
Springer
13 years 11 months ago
Case-Based Plan Diversity
The concept of diversity was successfully introduced for recommender-systems. By displaying results that are not only similar to a target problem but also diverse among themselves,...
Alexandra Coman, Héctor Muñoz-Avila
ICPR
2008
IEEE
14 years 8 months ago
The implication of data diversity for a classifier-free ensemble selection in random subspaces
Ensemble of Classifiers (EoC) has been shown effective in improving the performance of single classifiers by combining their outputs. By using diverse data subsets to train classi...
Albert Hung-Ren Ko, Robert Sabourin, Luiz E. Soare...
HCI
2007
13 years 9 months ago
Cultural Usability Tests - How Usability Tests Are Not the Same All over the World
The cultural diversity of users of technology challenges our methods for usability evaluation. In this paper we report on a multi-site, cross-cultural grounded theory field study o...
Torkil Clemmensen, Qingxin Shi, Jyoti Kumar, Huiya...