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lgs0811's starred repositories

CNN-BiLSTM-Attention-Time-Series-Prediction_Keras

CNN+BiLSTM+Attention Multivariate Time Series Prediction implemented by Keras

Language:Python51100

SegRNN

The official repository of the SegRNN paper: "Segment Recurrent Neural Network for Long-Term Time Series Forecasting."

Language:PythonApache-2.06400

This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.

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time_series_forecasting_pytorch

time series forecasting using pytorch，including ANN,RNN,LSTM,GRU and TSR-RNN，experimental code

Language:Python36700

Informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

Language:PythonApache-2.0508700

RepLKNet

Official MegEngine implementation of RepLKNet

Language:PythonApache-2.026700

RevIN

RevIN: Reversible Instance Normalization For Accurate Time-series Forecasting Against Distribution Shift

Language:PythonMIT22200

Time-Series-Library

A Library for Advanced Deep Time Series Models.

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ConvNeXt

Code release for ConvNeXt model

Language:PythonMIT561400

PatchTST

An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers."

Language:Python4400

ModernTCN

This is an official implementation of "ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis" (ICLR 2024 Spotlight), https://openreview.net/forum?id=vpJMJerXHU

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CNN-Transformer

A Library for Advanced Deep Time Series Models.

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TimeSeriesForecasting_AI_team1

Seoultech AI Class Team Project

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LTSF-Linear

[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"

Language:PythonApache-2.0185000

deep-learning-time-series

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

Apache-2.0100

TSF_LSTF_Compare

Time series forecasting especially in LSTF compare，include Informer, Autoformer, Reformer, Pyraformer, FEDformer, Transformer, MTGNN, LSTNet, Graph WaveNet

Language:PythonMIT7200