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README.md

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![![PLSSVM](../resources/logo_245x150.png)](docs/resources/logo_245x150.png)
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![PLSSVM](https://github.com/SC-SGS/PLSSVM/raw/main/docs/resources/logo_245x150.png)
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# PLSSVM - Parallel Least Squares Support Vector Machine
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This is very efficient since it only involves a single scalar product of the size corresponding to the numer of features of the data set.
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<p align="center">
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<img alt="Basic idea of an Support Vector Machine as classification model." src=".figures/support_vector_machine.png" width="50%">
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<img alt="Basic idea of an Support Vector Machine as classification model." src="https://github.com/SC-SGS/PLSSVM/raw/main/.figures/support_vector_machine.png" width="50%">
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</p>
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However, normal SVMs suffer in their potential parallelizability.
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Score: 91.39%
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```
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<p align="center">
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<img alt="Example classification task breast cancer decision boundary output." src=".figures/classification_example.png" width="80%">
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<img alt="Example classification task breast cancer decision boundary output." src="https://github.com/SC-SGS/PLSSVM/raw/regression/.figures/classification_example.png" width="80%">
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</p>
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A regression example comparing PLSSVM's `SVR` Python binding and `sklearn.SVR` using a sine curve:
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```
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with an example output:
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<p align="center">
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<img alt="Example regression output using a sine curve." src=".figures/regression_example.png" width="80%">
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<img alt="Example regression output using a sine curve." src="https://github.com/SC-SGS/PLSSVM/raw/regression/.figures/regression_example.png" width="80%">
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</p>
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**Note:** it may be necessary to set the environment variable `PYTHONPATH` to the `lib` folder in the PLSSVM install path.

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