[2021] Surrey - EEEM005: AI and AI Programming - A1.c Hopfield Network
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A1.
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(c) Consider a Hopfield network of five neurons, which is required to store the following three fundamental memories:
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(i) Construct the weight matrix W of the Hopfield network,[5%]
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(ii) Assuming that if any element of W is zero, the respective neuron is left in its previous state, use asynchronous updating to verify that 
satisfies the alignment condition,
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[5%]
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(iii) Using asynchronous updating, investigate the retrieval performance of the network of part (i) when presented with a noisy version of 
in which the first element is reversed in polarity. Comment on the result.
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