Table 1. Comparison of the resulting analytic interaction matrices for an autoassociative task with the two representations.
{-1,+1} representation | {0,+1} representation | |
---|---|---|
learning rule | ||
symmetry | Hij = H | non-symmetric |
neutralities in weight matrix | no neutral elements | can be neutral elements (“opposite to” zero vector elements) |
main diagonal | always positive (if allowed) | can be negative or positive |
structure | has a unique structure | many different realizations |