Deep Learning, Artificial Intelligence, Neural Networks, Word Prediction, Language Model.
Importance Sampling is proposed: where a multiplicative constant w is used. Thus, the gradient updated is scaled. which is similar to nowadays weight update procedure. 2.3. Effective Sample Size (ESS) That is similar to the minibatch size nowadays but ESS is adaptive to w: 3. Experimental Results