THE THERMODYNAMICS OF DYSLEXIC LEARNING
| Autor: | Hernán A. Makse, Roberto P. J. Perazzo |
|---|---|
| Rok vydání: | 1992 |
| Předmět: | |
| Zdroj: | International Journal of Neural Systems. :351-360 |
| ISSN: | 1793-6462 0129-0657 |
| DOI: | 10.1142/s0129065792000267 |
| Popis: | The dyslexic behaviour of a layered network is interpreted as arising from its incomplete training using a cost function that is sensitive to the grouping of Boolean functions into symmetry classes. The training is envisaged as a simulated annealing and a partial learning as the interruption of the cooling schedule at a finite nonzero temperature. We present the thermodynamics of the process. The onset of dyslexic and normal behaviours arise from phase transitions that take place during the annealing schedule. We exemplify the theory with the numerical analysis of a schematic model. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
|