373 citations · 1.1k across the 25 of their papers we have counts for
Showing 2017 · cs.LGShow all
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cs.LG2017★ 33 cited
Deep-ESN: A Multiple Projection-encoding Hierarchical Reservoir Computing Framework
Qianli Ma, Lifeng Shen, Garrison W. Cottrell
As an efficient recurrent neural network (RNN) model, reservoir computing (RC) models, such as Echo State Networks, have attracted widespread attention in the last decade. However,…
cs.LG2017★ 373 cited
A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction
Yao Qin, Dongjin Song, Haifeng Chen +3
The Nonlinear autoregressive exogenous (NARX) model, which predicts the current value of a time series based upon its previous values as well as the current and past values of mult…