29 citations · 58 across the 16 of their papers we have counts for
3 papers · 1 filter
Hidden Markov Models for Gene Sequence Classification: Classifying the VSG genes in the Trypanosoma brucei Genome
Andrea Mesa, Sebastián Basterrech, Gustavo Guerberoff +1
The article presents an application of Hidden Markov Models (HMMs) for pattern recognition on genome sequences. We apply HMM for identifying genes encoding the Variant Surface Glyc…
An Empirical Study of the L2-Boost technique with Echo State Networks
Sebastián Basterrech
A particular case of Recurrent Neural Network (RNN) was introduced at the beginning of the 2000s under the name of Echo State Networks (ESNs). The ESN model overcomes the limitatio…
An Experimental Analysis of the Echo State Network Initialization Using the Particle Swarm Optimization
Sebastián Basterrech, Enrique Alba, Václav Snášel
This article introduces a robust hybrid method for solving supervised learning tasks, which uses the Echo State Network (ESN) model and the Particle Swarm Optimization (PSO) algori…