Four input neuron


Question1)

A 4-input Neuron has weights 1,-1,  0,  0.5. Calculate the network output when the following input vectors are applied.

895_input vectors.jpg

For calculation assume:
a. f(net) = unipolar binary
b. f(net) = bipolar binary

Question2) 

The network shown in figure uses neurons with:
(a) Unipolar Binary;
(b) Bipolar Binary.

40_neuron vectors.jpg


Calculate a table of responses to all four possible Boolean inputs.

Question 3)

Figure below shows the truth table for five different functions. Each truth table shows the inputs x1, x2 and the desired output d.
(a) Write down which of these functions are linearly separable and which are not linearly separable. Illustrate your answer graphically if appropriate.   
(b) Can a single Neuron implement each of these functions? If so, describe the structure of a Neuron that implements it; if not, discuss and explain why not.

251_Truth table.jpg

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MATLAB Programming: Four input neuron
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