29 citations · 61 across the 14 of their papers we have counts for
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cs.LG2020★ 29 cited
Efficient implementations of echo state network cross-validation
Mantas Lukoševičius, Arnas Uselis
Background/introduction: Cross-Validation (CV) is still uncommon in time series modeling. Echo State Networks (ESNs), as a prime example of Reservoir Computing (RC) models, are kno…
cs.LG2020★ 17 cited
Localized convolutional neural networks for geospatial wind forecasting
Arnas Uselis, Mantas Lukoševičius, Lukas Stasytis
Convolutional Neural Networks (CNN) possess many positive qualities when it comes to spatial raster data. Translation invariance enables CNNs to detect features regardless of their…