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sunfanyunn/DARNN

A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction

Python

113

12 commits

updated Jul 4, 2024

See the code

README

DARNN

An implementation of the paper

A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction.
Yao Qin, Dongjin Song, Haifeng Cheng, Wei Cheng, Guofei Jiang, Garrison. W. Cottrell
International Joint Conference on Artificial Intelligence (IJCAI), 2017.

run in tf 1.3

This repository is used to obtain a baseline result for the following paper: A Memory-Network Based Solution for Multivariate Time-Series Forecasting . You can find the (community) implementation of the paper here.

Time Series Datasets

Univariate

Multivariate

Source

  • Solar-Energy
  • Traffic
  • Electricity
  • Exchange-Rate
attention-mechanism
recurrent-neural-networks
time-series-prediction

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sunfanyunn/DARNN

A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction

Python

113

12 commits

updated Jul 4, 2024

See the code

README

DARNN

An implementation of the paper

A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction.
Yao Qin, Dongjin Song, Haifeng Cheng, Wei Cheng, Guofei Jiang, Garrison. W. Cottrell
International Joint Conference on Artificial Intelligence (IJCAI), 2017.

run in tf 1.3

This repository is used to obtain a baseline result for the following paper: A Memory-Network Based Solution for Multivariate Time-Series Forecasting . You can find the (community) implementation of the paper here.

Time Series Datasets

Univariate

Multivariate

Source

  • Solar-Energy
  • Traffic
  • Electricity
  • Exchange-Rate
attention-mechanism
recurrent-neural-networks
time-series-prediction

Similar repos

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Arima, Sarima, LSTM, Prophet, DeepAR, Kats, Granger-causality, Autots

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Alro10/deep-learning-time-series

List of papers, code and experiments using deep learning for time series forecasting

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ddz16/TSFpaper

This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and…

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sdobber/FluxArchitectures.jl

Complex neural network examples for Flux.jl

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songqiang321/Time-Series-Papers

This is a repository for collecting papers and code in time series domain.

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