Multi-Frame Cross-Entropy Training for Convolutional Neural Networks in Speech Recognition

Tom Sercu, Neil Mallinar

We introduce Multi-Frame Cross-Entropy training (MFCE) for convolutional neural network acoustic models. Recognizing that similar to RNNs, CNNs are in nature sequence models that t…