Deep learning estimation of the spectral density of functional time series on large domains

Neda Mohammadi, Soham Sarkar, Piotr Kokoszka

We derive an estimator of the spectral density of a functional time series that is the output of a multilayer perceptron neural network. The estimator is motivated by difficulties…