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fix: md template
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README.md

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---
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title: "Missing Data, Data Imputation"
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aliases: ["Data imputation", "Missing values", "Incomplete data"]
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tags:
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- missing-data
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- imputation
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- preprocessing
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---
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# Missing Data, Data Imputation
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> In statistics, missing data, or missing values, occur when no data value is stored for the variable in an observation ([Wiki](https://en.wikipedia.org/wiki/Missing_data))
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- **GPs**
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- [GP-VAE: Deep Probabilistic Time Series Imputation](https://arxiv.org/pdf/1907.04155.pdf) (2019) *Vincent Fortuin, Dmitry Baranchuk, Gunnar Rätsch, Stephan Mandt*
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### Other methods, packages
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- **MIDAS** Multiple Imputation with Denoising Autoencoders ([Code](https://github.com/Oracen/MIDAS), [Paper](https://arxiv.org/pdf/1705.02737.pdf))
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- **Impute.jl** ([Code](https://github.com/invenia/Impute.jl))
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### Other methods
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## Software
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- **Python**
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- MIDAS ([Code](https://github.com/Oracen/MIDAS), [Paper](https://arxiv.org/pdf/1705.02737.pdf))
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- **Julia**
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- Impute.jl ([Code](https://github.com/invenia/Impute.jl))
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## Related Topics
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- [Bayesian Inference](https://mlpapers.org/bayesian-inference/)
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- [Neural Networks](https://mlpapers.org/neural-nets/)
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- [Models](https://mlpapers.org/models/)

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