From 1160440d30d246420663a272c2fe7dbe10810db6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Anton=20Bj=C3=B6rklund?= <--get-all> Date: Tue, 4 May 2021 02:34:54 +0300 Subject: [PATCH] add images of examples to readme --- README.md | 17 ++++++++++------- examples/ex1.png | Bin 12658 -> 24823 bytes examples/ex2.png | Bin 0 -> 72715 bytes 3 files changed, 10 insertions(+), 7 deletions(-) create mode 100644 examples/ex2.png diff --git a/README.md b/README.md index 85949f9..0dd43bc 100644 --- a/README.md +++ b/README.md @@ -25,18 +25,21 @@ pip install https://github.com/edahelsinki/pyslise ## Example -SLISE, as a robust regression algorithm, is able to handle outliers, while normal least-squares regression gives skewed results: +SLISE is a robust regression algorithm, which means that it is able to handle outliers. This is in contrast to, e.g., normal least-squares regression, which gives skewed results in presence of outliers: ![Example of Robust Regression](examples/ex1.png) -**`TODO`** +SLISE can also be used to explain outcomes from black box models by locally approximating the complex models with a simpler linear model (in a way that takes the dataset into account): +![Example of Robust Regression](examples/ex2.png) -For more detailed examples and descriptions see the [examples](tree/master/examples) directory. + +For more detailed examples and descriptions see the [examples](https://github.com/edahelsinki/pyslise/tree/master/examples) directory. ## Dependencies -- Python 3 +This implementation is requires Python 3 and the following packages: + +- matplotlib +- numba - numpy -- scipy - PyLBFGS -- mumba -- matplotlib +- scipy diff --git a/examples/ex1.png b/examples/ex1.png index 3cf53b8f7e3695329176e37f1bfcc547a91212ea..0a0c415eab1380ac6317b818427881771f10a575 100644 GIT binary patch literal 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