@article{bell2021adaptation, author = {Bell, Peter and Fainberg, Joachim and Klejch, Ondrej and Li, Jinyu and Renals, Steve and Swietojanski, Pawel}, title = {Adaptation Algorithms for Speech Recognition: An Overview}, year = {2021}, month = {February}, abstract = {We present a structured overview of adaptation algorithms for neural network-based speech recognition, considering both hybrid hidden Markov model / neural network systems and end-to-end neural network systems, with a focus on speaker adaptation, domain adaptation, and accent adaptation. The overview characterizes adaptation algorithms as based on embeddings, model parameter adaptation, or data augmentation. We present a meta-analysis of the performance of speech recognition adaptation algorithms, based on relative error rate reductions as reported in the literature.}, url = {http://approjects.co.za/?big=en-us/research/publication/adaptation-algorithms-for-speech-recognition-an-overview/}, journal = {IEEE Open Journal of Signal Processing}, }