The performance of the batch learner algorithm

Details The performance of the batch learner algorithm The performance of the batch learner algorithm

2002-01-14

arxiv.org/abs/cs/0201009v1

Computer Science

Learning

Supercedes a part of cs.LG/0107033

Scientific paper

We analyze completely the convergence speed of the \emph{batch learning algorithm}, and compare its speed to that of the memoryless learning algorithm and of learning with memory. We show that the batch learning algorithm is never worse than the memoryless learning algorithm (at least asymptotically). Its performance \emph{vis-a-vis} learning with full memory is less clearcut, and depends on certain probabilistic assumptions.

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