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Neural basis expansion analysis with exogenous variables: Forecasting electricity prices with NBEATSx

12 April 2021

Cristian Challu

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Papers citing "Neural basis expansion analysis with exogenous variables: Forecasting electricity prices with NBEATSx"

25 / 25 papers shown

Title
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting Yuanbo Wang Yang Liu Xiaoyi Duan Kai Wang AI4TS 79 1 0 07 May 2025
Investigating Compositional Reasoning in Time Series Foundation Models Willa Potosnak Cristian Challu Mononito Goswami Kin G. Olivares Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 118 2 0 09 Feb 2025
Forecasting day-ahead electricity prices: A review of state-of-the-art algorithms, best practices and an open-access benchmark J. Lago Grzegorz Marcjasz B. de Schutter R. Weron AI4TS 65 316 0 18 Aug 2020
A Hybrid Residual Dilated LSTM end Exponential Smoothing Model for Mid-Term Electric Load Forecasting Grzegorz Dudek Paweł Pełka Slawek Smyl 38 45 0 29 Mar 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 544 42,591 0 03 Dec 2019
STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather Forecasting Rafaela C. Nascimento Y. M. Souto Eduardo S. Ogasawara Fábio Porto Eduardo Bezerra AI4TS 53 86 0 30 Nov 2019
N-BEATS: Neural basis expansion analysis for interpretable time series forecasting Boris N. Oreshkin Dmitri Carpov Nicolas Chapados Yoshua Bengio AI4TS 119 1,066 0 24 May 2019
Transfer learning for time series classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS 65 264 0 05 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun DRL 97 4,845 0 04 Mar 2018
A Multi-Horizon Quantile Recurrent Forecaster Ruofeng Wen Kari Torkkola Balakrishnan Narayanaswamy Dhruv Madeka BDL AI4TS 61 433 0 29 Nov 2017
Dilated Recurrent Neural Networks Shiyu Chang Yang Zhang Wei Han Mo Yu Xiaoxiao Guo Wei Tan Xiaodong Cui Michael Witbrock M. Hasegawa-Johnson Thomas S. Huang 85 302 0 05 Oct 2017
Forecasting day-ahead electricity prices in Europe: the importance of considering market integration J. Lago F. Ridder Peter Vrancx B. de Schutter 41 202 0 01 Aug 2017
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks David Salinas Valentin Flunkert Jan Gasthaus AI4TS UQCV BDL 87 2,127 0 13 Apr 2017
Language Modeling with Gated Convolutional Networks Yann N. Dauphin Angela Fan Michael Auli David Grangier 242 2,404 0 23 Dec 2016
Unsupervised Pretraining for Sequence to Sequence Learning Prajit Ramachandran Peter J. Liu Quoc V. Le SSL AIMat 102 282 0 08 Nov 2016
Neural Machine Translation in Linear Time Nal Kalchbrenner L. Espeholt Karen Simonyan Aaron van den Oord Alex Graves Koray Kavukcuoglu AIMat 115 553 0 31 Oct 2016
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 429 2,945 0 15 Sep 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,414 0 12 Sep 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 601 12,741 0 11 Dec 2014
How transferable are features in deep neural networks? J. Yosinski Jeff Clune Yoshua Bengio Hod Lipson OOD 234 8,348 0 06 Nov 2014
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 446 20,590 0 10 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 578 27,327 0 01 Sep 2014
Generating Sequences With Recurrent Neural Networks Alex Graves GAN 167 4,039 0 04 Aug 2013