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Crafting python examples for the RuleFit algorithm.
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[ANOVA GLM](https://docs.h2o.ai/h2o/latest-stable/h2o-docs/data-science/anova_glm.html)
[RuleFit](https://docs.h2o.ai/h2o/latest-stable/h2o-docs/data-science/rulefit.html)
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The following code snippet results in an error:
```
from sklearn.datasets import load_iris
from imodels import RuleFitClassifier
iris = load_iris()
X, Y = iris.data, iris.target
rulefit = Ru…
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interact: overall strengths of interaction effects for selected variables
http://statweb.stanford.edu/~jhf/r-rulefit/RuleFit_help.html#rulefit
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Hi, running **example_simulated.py** gives the following error:
```
/Users/navid/opt/anaconda3/envs/rulefit-venv/bin/python "/Users/navid/Google Drive/PhD/Repositories/XAI-2016/rulefit/example_sim…
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hi @Zelazny7, I'm looking into rulefit and came across your repository. I was wondering what differences you have compared to the original 2012 implementation here: http://statweb.stanford.edu/~jhf/r-…
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Rule looks like this:
(AirTime in {104.0, 105.0, 110.0, 111.0, 112.0, 113.0, 114.0, 120.0, 121.0, 124.0, 125.0, 126.0, 127.0, 128.0, 130.0, 131.0, 132.0, 133.0, 136.0, 138.0, 139.0, 14.0, 140.0, 142…
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* Implement global and local measures of importance for individual (linear or rule based) predictors based on part 6 - “Rule based interpretation” of [https://jerryfriedman.su.domains/ftp/RuleFit.pdf|…
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In order to optimize hyperparameters using sklearn's GridSearchCV, I think it's preferable to define a score function in the estimator
```
from sklearn.model_selection import GridSearchCV
from ru…
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#if you want to have influence on the tree generator you can pass the generator as argument:
from sklearn.ensemble import GradientBoostingRegressor
gb = GradientBoostingRegressor(n_estimators=50, …