Consider an  network trained with n patterns for me epochs. (a) What is the space complexity in this problem? (Consider both the storage of network parameters as well as the storage of patterns, but not the program itself.) (b) Suppose the network is trained in stochastic mode. What is the time complexity? Since this is dominated by the number of multiply-accumulations, use this as a measure of the time complexity. (c) Suppose the network is trained in batch mode. What is the time complexity?

Operations Research : Applications and Algorithms
4th Edition
ISBN:9780534380588
Author:Wayne L. Winston
Publisher:Wayne L. Winston
Chapter17: Markov Chains
Section17.4: Classification Of States In A Markov Chain
Problem 3P
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Consider an  network trained with n patterns for me epochs.

(a) What is the space complexity in this problem?

(Consider both the storage of network parameters as well as the storage of patterns, but not the program itself.)

(b) Suppose the network is trained in stochastic mode. What is the time complexity? Since this is dominated by the number of multiply-accumulations, use this as a measure of the time complexity.

(c) Suppose the network is trained in batch mode. What is the time complexity?

 

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