Radial basis function neural networks


Question 1:

a) Give one possible categorization of PCA, ART, RBF, and Fuzzy ARTMAP networks.

b) Explain in detail the characteristics of the Radial Basis Function Neural Networks.

Question 2:

a) Describe the principal characteristics of the associative memory networks?

b) Name the two fundamental types of associative memories and the differences between them.

c) Give estimation for the memory matrix M of a single-layer linear neural network associative memory and show that the network will reproduce the memorized pattern when the related key pattern is introduced to the network.

Question 3:

a) Explain and describe with a drawing the three-layer feed forward multilayer perception neural network.

b) Summarize the standard back propagation algorithm comprising formulae used for this algorithm.

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Computer Engineering: Radial basis function neural networks
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