Search Results for author: Gerardo Rubino

Found 3 papers, 0 papers with code

A Self-Organizing Clustering System for Unsupervised Distribution Shift Detection

no code implementations25 Apr 2024 Sebastián Basterrech, Line Clemmensen, Gerardo Rubino

Modeling non-stationary data is a challenging problem in the field of continual learning, and data distribution shifts may result in negative consequences on the performance of a machine learning model.

Clustering Continual Learning

Evolutionary Echo State Network: evolving reservoirs in the Fourier space

no code implementations10 Jun 2022 Sebastian Basterrech, Gerardo Rubino

Since the reservoir is fixed during the training procedure, we may wonder if the computational power of the recurrent structure is fully harnessed.

Dimensionality Reduction

A Tutorial about Random Neural Networks in Supervised Learning

no code implementations15 Sep 2016 Sebastián Basterrech, Gerardo Rubino

Random Neural Networks (RNNs) are a class of Neural Networks (NNs) that can also be seen as a specific type of queuing network.

Combinatorial Optimization

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