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.