Computer sinece

- Computational Intelligence

Homework Assignment

Train a neuron using the Perceptron Learning Rule, taking:

c = 1

w1 = [0 1 0]t

( x1 = [2 1 -1]t , d1 = -1 )

( x2 = [0 -1 -1]t , d2 = 1 )

Repeat the (x1, d1), (x2, d2) sequence until you obtain the correct outputs. Do not use a computer (except for typing).

Implement a classifier for characters L and I using the discrete perceptron learning algorithm. You may use any implementation, including the one in Ch. 2 (textbook).

Specifications:

· Use a 3 x 3 binary matrix representation.

· Your neural network should have one neuron.

What happens when the letters are “noisy”?

Turn in the hard copy of the code and the numerical results.

You may use any implementation, including the ones in Ch. 3 (textbook) and Weka.

Turn in the numerical results, function plots, and your conclusions. Describe which implementation you have used and, if it is your code, attach it.