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Scientific Reports· 2018Q1

Recurrent Neural Networks for Multivariate Time Series with Missing Values

Zhengping Che, Sanjay Purushotham, Kyunghyun Cho, David Sontag et al.

Short summary

A novel deep learning model, GRU-D, effectively utilizes missing data patterns to improve multivariate time series prediction, outperforming existing methods.

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Field: Signal Processing

Signal ProcessingComputer Science