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A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neural network models for scientific analysis tasks of imputation,...

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As mentioned in #7, I am trying to update and fix the dependencies of the development environment for testing cases. Expecting this can help speed up the processing of setting...

Currently only a `.whl` file is available on PyPI. Please release both the `.whl` file and the source (`*.tar.gz`) file on PyPI. ![image](https://user-images.githubusercontent.com/10201242/181269354-c639a8bd-4335-4f5f-95ad-833884252fec.png)

enhancement

Hi! You may have noticed that, when creating a new conda environment from *.yml file, it takes ages to solve package dependencies. I attempt to speed the process up by...

### 1. Model description It would be interesting to add the leader in this benchmark to the imputation pipeline. Btw, nice library :) https://github.com/thuml/Time-Series-Library/tree/main ### 2. Check open-source status -...

enhancement
new method

# What does this PR do? Fixing #338 (issue) Thanks for the help from @susan1314! ## Before submitting - [x] This PR is made to fix a typo or improve...

### 1. System Info PyPOTS 0.3.2 ### 2. Information - [X] The official example scripts - [ ] My own created scripts ### 3. Reproduction The loss of generator is...

bug

### Issue description Hi, pypots team pypots is a great tool! when I tried pypots example given as the 'physionet_2012' data. It is good that this example contains a lot...

question

### 1. Feature description Although, in the CSDI paper, the authors discussed using the model for time series forecasting, their experiments and scenarios are for complete time series. However, the...

enhancement
new feature

### 1. Model description CDSA: cross-dimensional self-attention https://arxiv.org/abs/1905.09904 ### 2. Check open-source status - [ ] The model implementation is publicly available ### 3. Provide useful information for the implementation...

enhancement
help wanted
new algo

### 1. Model description Wenjie and I would like to propose the inclusion of the MICE (Multiple Imputation by Chained Equations) model into the PyPOTS framework. Publication: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3074241/ Reason for...

enhancement
new algo