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217

2.5k

unknown

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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 typ...

rnn tcn paper-lists time-series transformer deep-learning spatio-temporal time-series-models deep-neural-networks spatio-temporal-data time-series-analysis time-series-prediction time-series-forecasting spatio-temporal-prediction spatial-temporal-forecasting

Created 2022-06-29

431 commits to main branch, last one 2 days ago

PaddleTS PaddlePaddle

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517

apache-2.0

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Awesome Easy-to-Use Deep Time Series Modeling based on PaddlePaddle, including comprehensive functionality modules like TSDataset, Analysis, Transform, Models, AutoTS, and Ensemble, etc., supporting v...

cost nhits deepar n-hits nbeats ts2vec n-beats informer paddlets paddlepaddle time-series-models time-series-analysis time-series-forecasting time-series-anomaly-detection time-series-representation-learning

Created 2022-05-17

308 commits to release_v1.1 branch, last one about a month ago

awesome-time-series-segmentation-papers lzz19980125

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461

gpl-3.0

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This repository contains a reading list of papers on Time Series Segmentation. This repository is still being continuously improved.

awesome dataset paper-list data-mining time-series awesome-list data-science segmentation deep-learning motion-capture machine-learning anomaly-detection time-series-models time-series-analysis unsupervised-learning change-point-detection univariate-time-series multivariate-time-series time-series-segmentation

Created 2024-01-27

50 commits to main branch, last one about a month ago

awesome-time-series-papers hushuguo

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388

gpl-3.0

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This repository offers a collection of recent time series research papers, including forecasting, anomaly detection and so on , with links to code and resources.

causal survey irregular forcasting forecasting time-series transformer deep-learning early-detection causal-discovery anomaly-detection time-series-models time-series-analysis irregular-time-series time-series-forecasting time-series-classification time-series-early-classification

Created 2024-07-29

81 commits to master branch, last one 24 hours ago