Long-Term Missing Value Imputation for Time Series Data Using Deep Neural Networks

no code implementations • 25 Feb 2022 • Jangho Park, Juliane Muller, Bhavna Arora, Boris Faybishenko, Gilberto Pastorello, Charuleka Varadharajan, Reetik Sahu, Deborah Agarwal

We present an approach that uses a deep learning model, in particular, a MultiLayer Perceptron (MLP), for estimating the missing values of a variable in multivariate time series data.

Imputation Time Series +1