3 papers
cs.LG2018
Adaptive Extreme Learning Machine for Recurrent Beta-basis Function Neural Network Training
Naima Chouikhi, Adel M. Alimi
Beta Basis Function Neural Network (BBFNN) is a special kind of kernel basis neural networks. It is a feedforward network typified by the use of beta function as a hidden activatio…
cs.NE2018
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…
cs.NE2018
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…