More on Scheduling Step Sizes

If the initial value of NEURAL AND ADAPTIVE SYSTEMS00090002.gif0 is set too high, the learning can diverge. The selection of NEURAL AND ADAPTIVE SYSTEMS00090013.gif can be even trickier than the selection of NEURAL AND ADAPTIVE SYSTEMS00090002.gif because it is highly dependent on the performance surface. If NEURAL AND ADAPTIVE SYSTEMS00090013.gif is too large, the weights may not move quickly enough to the minimum and the adaptation may stall. If NEURAL AND ADAPTIVE SYSTEMS00090013.gif is too small, the search may reach the global minimum quickly and must wait a long time before the learning rate decreases enough to minimize the rattling. There are other (more automatic) methods for adapting the learning rate that we discuss later in the book.

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