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feat: Add ARIMA Model #570

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Gerhardsa0 opened this issue Mar 5, 2024 · 1 comment · Fixed by #577
Closed

feat: Add ARIMA Model #570

Gerhardsa0 opened this issue Mar 5, 2024 · 1 comment · Fixed by #577
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enhancement 💡 New feature or request released Included in a release

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@Gerhardsa0
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Gerhardsa0 commented Mar 5, 2024 •
edited

Is your feature request related to a problem?

The user should easily use an ARIMA model on TimeSeries to predict future values statiscally.
This is a "baseline" model, which will be used to test or certify the RNN peformance

Desired solution

Add ARIMA to statistical models (rn working on experimental branch)

Possible alternatives (optional)

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Additional Context (optional)

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@Gerhardsa0 Gerhardsa0 added the enhancement 💡 New feature or request label Mar 5, 2024
@Gerhardsa0 Gerhardsa0 self-assigned this Mar 5, 2024
@Gerhardsa0 Gerhardsa0 linked a pull request Mar 19, 2024 that will close this issue
feat: add ARIMA model #577
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@Gerhardsa0 Gerhardsa0 mentioned this issue Mar 20, 2024
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lars-reimann pushed a commit that referenced this issue Apr 9, 2024
@Gerhardsa0 @megalinter-bot
@WinPlay02 @Marsmaennchen221
feat: add ARIMA model (#577)
8b9c7a9 
Closes #570 

### Summary of Changes

- added ```time_series_from_csv``` to  ```TimeSeries```-class.
- added  ```split_rows``` to  ```TimeSeries```-class.
- added ```ArimaModel```
- added ```compare_timeseries``` to  ```TimeSeries```-class.

<!-- Please provide a summary of changes in this pull request, ensuring
all changes are explained. -->


You can see test workflow on the test function ```test_arima_model()```

---------

Co-authored-by: megalinter-bot <129584137+megalinter-bot@users.noreply.github.com>
Co-authored-by: WinPlay02 <winplay02_gh@woberlaender.de>
Co-authored-by: Alexander <47296670+Marsmaennchen221@users.noreply.github.com>
lars-reimann pushed a commit that referenced this issue Apr 17, 2024
@semantic-release-bot
chore(release): 0.21.0 [skip ci]
e01ad89 
## [0.21.0](v0.20.0...v0.21.0) (2024-04-17)

### Features

* add ARIMA model ([#577](#577)) ([8b9c7a9](8b9c7a9)), closes [#570](#570)
* Add ImageList class ([#534](#534)) ([3cb74a2](3cb74a2)), closes [#528](#528) [#599](#599) [#600](#600)
* more hash, sizeof and eq implementations ([#609](#609)) ([2bc0b0a](2bc0b0a))

### Performance Improvements

* Add special case to `Table.add_rows` to increase performance ([#608](#608)) ([ffb8304](ffb8304)), closes [#606](#606)
* improve performance of model & forward layer ([#616](#616)) ([e856cd5](e856cd5)), closes [#610](#610)
* lazily import our modules and external libraries ([#624](#624)) ([20fc313](20fc313))
* treat Tables specially when calling add_rows ([#606](#606)) ([e555b85](e555b85)), closes [#575](#575)
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🎉 This issue has been resolved in version 0.21.0 🎉

The release is available on:

Your semantic-release bot 📦🚀

@lars-reimann lars-reimann added the released Included in a release label Apr 17, 2024
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feat: add ARIMA model Safe-DS/Library
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