CSC410 Data Warehousing and Data Mining

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When multilayer perceptron is better choice over other classification algorithms? Consider a multilayer feed forward neural network given below. Let the learning rate be 0.5. Assume initial values…

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When multilayer perceptron is better choice over other classification algorithms? Consider a multilayer feed-forward neural network given below. Let the learning rate be 0.5. Assume initial values of weights and biases as given in the table below. Train the network for the training tuples (1, 1, 0) and (0, 1, 1), where last number is target output. Show weight and bias updates by using back-propagation algorithm. Assume that sigmoid activation function is used in the network.

w13
w14
w23
w24
w35
w45
b3
b4
b5
0.5
0.2
-0.3
0.5
0.1
0.3
0.6
-0.4
0.8

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