where p is the predefined mean activation target and p j is the average activation of the j-th hidden neuron over the entire dataset.Given a small p, the addition of sparsity constraint can lead the learned hidden representation to be a sparse representation.Therefore, the variant of AE is named as sparse auto-encoder. 2.1.2. Addition of denoising ...
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