Micro-relation units handle relations.
- In order to represent the patterns of similarity and difference
across sequences of words in the Marcus et al. task ("rules"), we need
to represent relations between the
words.
- In a network with a binding dimension, the relation of sameness
can be represented with an excitatory (and attractive)
connection, but the relation of difference requires a special
mechanism.
- One way to represent difference is with explicit
micro-relation units.
Each MRU represents an association between two features or groups of
features which belong to different (sets of) objects.
- Each MRU has two micro-roles, each with
its own value along the binding dimension. When the MRU is
highly activated, its roles' values on the binding dimension
match those of the two (sets of) features the MRU is
associated with.
- To represent a pattern containing three "slots", such as the
grammatical patterns in the Marcus et al. experiment,
the network could associate two binary MRUs with one another, mapping
the micro-roles in the proper way.
Michael Gasser