16 citations · 31 across the 5 of their papers we have counts for
3 papers · 1 filter
Unsupervised Learning in Reservoir Computing for EEG-based Emotion Recognition
Rahma Fourati, Boudour Ammar, Javier Sanchez-Medina +1
In real-world applications such as emotion recognition from recorded brain activity, data are captured from electrodes over time. These signals constitute a multidimensional time s…
Hierarchical Bi-level Multi-Objective Evolution of Single- and Multi-layer Echo State Network Autoencoders for Data Representations
Naima Chouikhi, Boudour Ammar, Adel M. Alimi
Echo State Network (ESN) presents a distinguished kind of recurrent neural networks. It is built upon a sparse, random and large hidden infrastructure called reservoir. ESNs have s…
Genesis of Basic and Multi-Layer Echo State Network Recurrent Autoencoders for Efficient Data Representations
Naima Chouikhi, Boudour Ammar, Adel M. Alimi
It is a widely accepted fact that data representations intervene noticeably in machine learning tools. The more they are well defined the better the performance results are. Featur…