Principles of Brain Functioning

نویسنده

  • JG Taylor
چکیده

A continuous time, on-line training algorithm is presented, which learns to classify input patterns P in a Euclidean space R (or a Hilbert space) by attractors of a differential equation dx/dt = F(x) in R (or a Banach space). These nets include simple one-layer adeline-like nets as well as many recurrent nets. The attractors can be quite arbitrary—fixed points, limit cycles, fractals, etc.— but the training algorithm requires that we know approximately where they are. A time-varying d x m memory matrix M feeds an input pattern P of norm 1 into the activation level x = MP € R . We assume both x and M change simultaneously, according to differential equations of the following form:

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تاریخ انتشار 1999