problem 1:

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

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

problem 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.

problem 3:

a) describe 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.