From 54a54cc66e946380f1b7a6b2e42b751ff5ecb880 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Thu, 18 Apr 2024 15:22:29 +0800 Subject: [PATCH] docs: update docs to add CSDI as a forecasting method; --- README.md | 1 + docs/index.rst | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 3152f3c4..b04fb585 100644 --- a/README.md +++ b/README.md @@ -228,6 +228,7 @@ the same as we did in [SAITS paper](https://arxiv.org/pdf/2202.08516).** | Neural Net | VaDER | Variational Deep Embedding with Recurrence [^7] | 2019 | | ***`Forecasting`*** | 🚥 | 🚥 | 🚥 | | **Type** | **Abbr.** | **Full name of the algorithm/model/paper** | **Year** | +| Neural Net | CSDI | Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation [^12] | 2021 | | Probabilistic | BTTF | Bayesian Temporal Tensor Factorization [^8] | 2021 | diff --git a/docs/index.rst b/docs/index.rst index 61a6e9b6..9bfe69bf 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -193,7 +193,7 @@ Imputation Neural Net FEDformer (Frequency Enhanced De Imputation Neural Net Informer (Beyond Efficient Transformer for Long Sequence Time-Series Forecasting) 2021 :cite:`zhou2021informer` Imputation Neural Net Autoformer (Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting) 2021 :cite:`wu2021autoformer` Imputation Neural Net US-GAN (Unsupervised GAN for Multivariate Time Series Imputation) 2021 :cite:`miao2021SSGAN` -Imputation Neural Net CSDI (Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation) 2021 :cite:`tashiro2021csdi` +Imputation, Forecasting Neural Net CSDI (Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation) 2021 :cite:`tashiro2021csdi` Imputation Neural Net GP-VAE (Gaussian Process Variational Autoencoder) 2020 :cite:`fortuin2020gpvae` Imputation, Classification Neural Net BRITS (Bidirectional Recurrent Imputation for Time Series) 2018 :cite:`cao2018BRITS` Imputation Neural Net M-RNN (Multi-directional Recurrent Neural Network) 2019 :cite:`yoon2019MRNN`