Radial Basis Function Networks for Classification of XOR problem

Neural Networks course (practical examples) © 2012 Primoz Potocnik

PROBLEM DESCRIPTION: 4 clusters of data (A,B,C,D) are defined in a 2-dimensional input space. (A,C) and (B,D) clusters represent XOR classification problem. The task is to define a neural network for solving the XOR problem.

Contents

  1. Classification of XOR problem with an exact RBFN
  2. Classification of XOR problem with a RBFN
  3. Classification of XOR problem with a PNN
  4. Classification of XOR problem with a GRNN
  5. Bayesian regularization for RBFN