No subject
john kolen
kolen-j at cis.ohio-state.edu
Mon Nov 18 20:02:32 EST 1991
Higher order recurrent networks are recurrent networks with higher order
connections, (i[1]*i[2]*w[1,2] instead of i[1]*w[1]). An example of a
high order recurent network is Pollack's sequential cascaded networks
which appear, I believe, in the latest issue of Machine Learning. This
network can be described as two three-dimensional matrices, W and V, and
the following equations.
O[t] = Sigmoid( (W . S[t]) . I[t])
S[t+1]=Sigmoid( (V . S[t]) . I[t])
where I[t] is the input vector, O[t] is the output vector, and S[t] is the
state vector, each at time t. ( . is inner product)
John Kolen
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