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Add the Model MICE #296

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yy3019 opened this issue Jan 15, 2024 · 1 comment
Open
1 task done

Add the Model MICE #296

yy3019 opened this issue Jan 15, 2024 · 1 comment
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enhancement New feature or request new algo Proposing to add a new model/algorithm

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@yy3019
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yy3019 commented Jan 15, 2024

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 Inclusion:
MICE is a robust and versatile tool for dealing with missing data, an issue prevalent in many datasets. Its inclusion in PyPOTS will greatly enhance the toolkit's capabilities in data preprocessing and analysis. Also, MICE is more "statistical"

2. Check open-source status

  • The model implementation is publicly available

3. Provide useful information for the implementation

The official implementation in R is available https://github.com/amices/mice

@yy3019 yy3019 added the enhancement New feature or request label Jan 15, 2024
@WenjieDu
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Hi there 👋,

Thank you so much for your attention to PyPOTS! You can follow me on GitHub to receive the latest news of PyPOTS. If you find PyPOTS helpful to your work, please star⭐️ this repository. Your star is your recognition, which can help more people notice PyPOTS and grow PyPOTS community. It matters and is definitely a kind of contribution to the community.

I have received your message and will respond ASAP. Thank you for your patience! 😃

Best,
Wenjie

@WenjieDu WenjieDu added the new algo Proposing to add a new model/algorithm label Jan 15, 2024
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Labels
enhancement New feature or request new algo Proposing to add a new model/algorithm
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