375 citations · 673 across the 20 of their papers we have counts for
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stat.ML2019★ 1 cited
Generalisation in fully-connected neural networks for time series forecasting
Anastasia Borovykh, Cornelis W. Oosterlee, Sander M. Bohte
In this paper we study the generalization capabilities of fully-connected neural networks trained in the context of time series forecasting. Time series do not satisfy the typical…
stat.ML2017★ 375 cited
Conditional Time Series Forecasting with Convolutional Neural Networks
Anastasia Borovykh, Sander Bohte, Cornelis W. Oosterlee
We present a method for conditional time series forecasting based on an adaptation of the recent deep convolutional WaveNet architecture. The proposed network contains stacks of di…