65 citations · 81 across the 2 of their papers we have counts for
2 papers
cs.AI2011★ 16 cited
Learning invariant features through local space contraction
Salah Rifai, Xavier Muller, Xavier Glorot +3
We present in this paper a novel approach for training deterministic auto-encoders. We show that by adding a well chosen penalty term to the classical reconstruction cost function,…
cs.AI2011★ 65 cited
Adding noise to the input of a model trained with a regularized objective
Salah Rifai, Xavier Glorot, Yoshua Bengio +1
Regularization is a well studied problem in the context of neural networks. It is usually used to improve the generalization performance when the number of input samples is relativ…