Connectionist.models
There are 2 models in this module:
- Orthography-to-Phonology model (PMSP) by Plaut, McClelland, Seidenberg and Patterson (1996), simulation 3.
- Hub-and-spokes model by Rogers et. al. (2004).
Brain damaging APIs
Currently only available in PMSP
- Reduce number of units in a layer
- Set some portion of weight in a connection to zero (and make it un-trainable)
- Remove the entire connection between two layers
- Introduce noise to a layer's input
- Put stress to keep the weights small (L2 regularization)