37 citations · 55 across the 2 of their papers we have counts for
4 papers · 1 filter
Spectrum-Diverse Neuroevolution with Unified Neural Models
Danilo Vasconcellos Vargas, Junichi Murata
Learning algorithms are being increasingly adopted in various applications. However, further expansion will require methods that work more automatically. To enable this level of au…
General Subpopulation Framework and Taming the Conflict Inside Populations
Danilo Vasconcellos Vargas, Junichi Murata, Hirotaka Takano +1
Structured evolutionary algorithms have been investigated for some time. However, they have been under-explored specially in the field of multi-objective optimization. Despite thei…
Self Organizing Classifiers and Niched Fitness
Danilo Vasconcellos Vargas, Hirotaka Takano, Junichi Murata
Learning classifier systems are adaptive learning systems which have been widely applied in a multitude of application domains. However, there are still some generalization problem…
Self Organizing Classifiers: First Steps in Structured Evolutionary Machine Learning
Danilo Vasconcellos Vargas, Hirotaka Takano, Junichi Murata
Learning classifier systems (LCSs) are evolutionary machine learning algorithms, flexible enough to be applied to reinforcement, supervised and unsupervised learning problems with…