Solution of the sparse autoencoder problem: http://nlp.stanford.edu/~socherr/sparseAutoencoder_2011new.pdf

Note that the formula for the backpropagation update step of the sparsity term in the objective function is wrong in the pdf. The correct formula is implemented here in code.