Search Results for author: Hirotaka Takano

Found 6 papers, 1 papers with code

Self Organizing Classifiers and Niched Fitness

no code implementations20 Nov 2018 Danilo Vasconcellos Vargas, Hirotaka Takano, Junichi Murata

In fact, the proposed algorithm possesses a dynamical population structure that self-organizes itself to better project the input space into a map.

Contingency Training

no code implementations20 Nov 2018 Danilo Vasconcellos Vargas, Hirotaka Takano, Junichi Murata

Experiments are conducted with the contingency training applied to neural networks over traditional datasets as well as datasets with additional irrelevant variables.

feature selection

Novelty-organizing team of classifiers in noisy and dynamic environments

no code implementations19 Sep 2018 Danilo Vasconcellos Vargas, Hirotaka Takano, Junichi Murata

Moreover, NOTC is compared with NeuroEvolution of Augmenting Topologies (NEAT) in these problems, revealing a trade-off between the approaches.

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