Central limit theorems for the outputs of fully convolutional neural networks with time series input

Annika Betken, Giorgio Micali, Johannes Schmidt-Hieber

Deep learning is widely deployed for time series learning tasks such as classification and forecasting. Despite the empirical successes, only little theory has been developed so fa…