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. 2020 Nov 30;16(11):e1008425. doi: 10.1371/journal.pcbi.1008425

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 Hij=qai(q)aj(q)(Hebbrule) Mij=q(2ai(q)1)aj(q)
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