DaoSword / Time-Series-Forecasting-and-Deep-Learning

Resources about time series forecasting and deep learning.
465 stars 45 forks source link

Add paper #24

Closed 943fansi closed 11 months ago

943fansi commented 12 months ago

Conformal prediction interval for dynamic time-series https://github.com/hamrel-cxu/EnbPI Sequential Predictive Conformal Inference https://github.com/hamrel-cxu/SPCI-code

943fansi commented 12 months ago

Prototype-oriented unsupervised anomaly detection for multivariate time series https://github.com/BoChenGroup/PUAD

943fansi commented 12 months ago

SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series https://github.com/IamHuijben/SOM-CPC

943fansi commented 12 months ago

Learning Perturbations to Explain Time Series Predictions https://github.com/josephenguehard/time_interpret

943fansi commented 12 months ago

Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series https://github.com/clear-nus/NCDSSM

943fansi commented 12 months ago

Sequential Monte Carlo Learning for Time Series Structure Discovery https://github.com/probsys/AutoGP.jl

943fansi commented 12 months ago

Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series https://github.com/aniruddhraghu/smd-ssl

943fansi commented 12 months ago

Domain Adaptation for Time Series Under Feature and Label Shifts https://github.com/mims-harvard/Raincoat CoTMix: Contrastive Domain Adaptation for Time-Series via Temporal Mixup https://github.com/emadeldeen24/CoTMix

943fansi commented 12 months ago

Context Consistency Regularization for Label Sparsity in Time Series https://github.com/kaist-dmlab/CrossMatch

DaoSword commented 12 months ago

Conformal prediction interval for dynamic time-series https://github.com/hamrel-cxu/EnbPI Sequential Predictive Conformal Inference https://github.com/hamrel-cxu/SPCI-code

First paper added.

DaoSword commented 12 months ago

Conformal prediction interval for dynamic time-series https://github.com/hamrel-cxu/EnbPI Sequential Predictive Conformal Inference https://github.com/hamrel-cxu/SPCI-code

Second paper added.

DaoSword commented 11 months ago

Prototype-oriented unsupervised anomaly detection for multivariate time series https://github.com/BoChenGroup/PUAD

Added.

DaoSword commented 11 months ago

SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series https://github.com/IamHuijben/SOM-CPC

Added.

DaoSword commented 11 months ago

Learning Perturbations to Explain Time Series Predictions https://github.com/josephenguehard/time_interpret

Added.

DaoSword commented 11 months ago

Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series https://github.com/clear-nus/NCDSSM

Added.

DaoSword commented 11 months ago

Sequential Monte Carlo Learning for Time Series Structure Discovery https://github.com/probsys/AutoGP.jl

Added.

DaoSword commented 11 months ago

Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series https://github.com/aniruddhraghu/smd-ssl

Added.

DaoSword commented 11 months ago

Domain Adaptation for Time Series Under Feature and Label Shifts https://github.com/mims-harvard/Raincoat CoTMix: Contrastive Domain Adaptation for Time-Series via Temporal Mixup https://github.com/emadeldeen24/CoTMix

First one already included. Second one added.

DaoSword commented 11 months ago

Context Consistency Regularization for Label Sparsity in Time Series https://github.com/kaist-dmlab/CrossMatch

Added.