 it identifies which input value the activation is function of.To encourage most of the neurons to be inactive, we would like formula_35 to be as close to 0 as possible.Therefore, this method enforces the constraint formula_36 where formula_37 is the sparsity parameter, a value close to zero, leading the activation of the hidden units to be mostly zero as well.