| 121 | -- | 123 | Paolo Frasconi, Marco Gori, Franz J. Kurfess, Alessandro Sperduti. Special issue on integration of symbolic and connectionist systems |
| 125 | -- | 144 | Giovanna Castellano, Anna Maria Fanelli, Corrado Mencar. A neuro-fuzzy network to generate human-understandable knowledge from data |
| 145 | -- | 165 | Barbara Hammer. Recurrent networks for structured data - A unifying approach and its properties |
| 167 | -- | 201 | Bruno Apolloni, Dario Malchiodi, Christos Orovas, Giorgio Palmas. From synapses to rules |
| 203 | -- | 226 | Ofer Melnik, Jordan B. Pollack. Theory and scope of exact representation extraction from feed-forward networks |
| 227 | -- | 235 | Jane Neumann. Learning the systematic transformation of holographic reduced representations |
| 237 | -- | 253 | Dimitrios Vogiatzis, Andreas Stafylopatis. Reinforcement learning for rule extraction from a labeled dataset |
| 255 | -- | 270 | Stefan Wermter, Christo Panchev. Hybrid preference machines based on inspiration from neuroscience |