DSTP-RNN: a dual-stage two-phase attention-based recurrent neural networks for long-term and multivariate time series prediction

16 April 2019

Papers citing "DSTP-RNN: a dual-stage two-phase attention-based recurrent neural networks for long-term and multivariate time series prediction"

23 / 23 papers shown

Title
A Novel Hybrid Approach Using an Attention-Based Transformer + GRU Model for Predicting Cryptocurrency Prices Esam Mahdi C. Martin-Barreiro X. Cabezas AI4TS 127 0 0 23 Apr 2025
Lagged correlation-based deep learning for directional trend change prediction in financial time series Ben Moews J. Herrmann Seda F. Gürses AIFin 28 97 0 27 Nov 2018
A Convergence Theory for Deep Learning via Over-Parameterization Zeyuan Allen-Zhu Yuanzhi Li Zhao Song AI4CE ODL 226 1,461 0 09 Nov 2018
EA-LSTM: Evolutionary Attention-based LSTM for Time Series Prediction Youru Li Zhenfeng Zhu Deqiang Kong Jinhyuk Lee Yao Zhao AI4TS 75 359 0 09 Nov 2018
A Memory-Network Based Solution for Multivariate Time-Series Forecasting Yen-Yu Chang Fan-Yun Sun Yueh-hua Wu Shou-De Lin AI4TS 56 68 0 06 Sep 2018
Notes on Deep Learning for NLP A. Tixier VLM 60 15 0 29 Aug 2018
Multi-variable LSTM neural network for autoregressive exogenous model Tian Guo Tao R. Lin BDL AI4TS 79 19 0 17 Jun 2018
Hierarchical Attention-Based Recurrent Highway Networks for Time Series Prediction Yunzhe Tao Lin Ma Weizhong Zhang Jian-Dong Liu Wen Liu Q. Du AI4TS 100 26 0 02 Jun 2018
Deep Neural Machine Translation with Weakly-Recurrent Units Mattia Antonino Di Gangi Marcello Federico AIMat 49 19 0 10 May 2018
An interpretable LSTM neural network for autoregressive exogenous model Tian Guo Tao R. Lin Yao Lu AI4TS 36 35 0 14 Apr 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 636 130,942 0 12 Jun 2017
A GRU-Gated Attention Model for Neural Machine Translation Biao Zhang Deyi Xiong Jinsong Su 43 33 0 27 Apr 2017
A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction Yao Qin Dongjin Song Haifeng Chen Wei Cheng Guofei Jiang G. Cottrell AI4TS 154 1,231 0 07 Apr 2017
Position-based Content Attention for Time Series Forecasting with Sequence-to-sequence RNNs Yagmur Gizem Cinar Hamid Mirisaee Parantapa Goswami Éric Gaussier Ali Aït-Bachir V. Strijov AIMat AI4TS 40 74 0 29 Mar 2017
Understanding Deep Neural Networks with Rectified Linear Units R. Arora A. Basu Poorya Mianjy Anirbit Mukherjee PINN 143 640 0 04 Nov 2016
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 109 1,244 0 19 Aug 2016
Stacked Attention Networks for Image Question Answering Zichao Yang Xiaodong He Jianfeng Gao Li Deng Alex Smola BDL 103 1,877 0 07 Nov 2015
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 356 7,955 0 17 Aug 2015
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 490 12,692 0 11 Dec 2014
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 376 20,528 0 10 Sep 2014
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 219 6,772 0 03 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 507 27,263 0 01 Sep 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 866 23,310 0 03 Jun 2014