ITEA: Interaction-Transformation Evolutionary Algorithm
latest
Getting started:
Installing
Minimal examples
ITEA package documentation:
itea._base
itea.regression
itea.classification
itea.inspection
Example notebooks:
Using agnostic explainers
Explanations metrics
Integrating with the Scikit: Pipeline and Gridsearch
Interacting with ProtoDash
Iris classification
California housing regression
ITEA: Interaction-Transformation Evolutionary Algorithm
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Index
Index
_
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A
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B
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C
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D
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E
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F
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G
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I
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M
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N
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P
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S
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T
_
_fitness (itea.classification.ITExpr_classifier attribute)
(itea.regression.ITExpr_regressor attribute)
A
autoreport() (itea.inspection.ITEA_summarizer method)
average_partial_effects() (itea.inspection.ITExpr_explainer method)
B
BaseITEA (class in itea._base)
BaseITExpr (class in itea._base)
bestsol_ (itea.classification.ITEA_classifier attribute)
(itea.regression.ITEA_regressor attribute)
C
classes_ (itea.classification.ITEA_classifier attribute)
(itea.classification.ITExpr_classifier attribute)
coef_ (itea.classification.ITExpr_classifier attribute)
(itea.regression.ITExpr_regressor attribute)
complexity() (itea._base.BaseITExpr method)
convergence_ (itea.classification.ITEA_classifier attribute)
(itea.regression.ITEA_regressor attribute)
covariance_matrix() (itea._base.BaseITExpr method)
(itea.classification.ITExpr_classifier method)
(itea.regression.ITExpr_regressor method)
D
derivatives_to_latex() (itea.inspection.ITExpr_texifier static method)
E
exectime_ (itea.classification.ITEA_classifier attribute)
(itea.regression.ITEA_regressor attribute)
F
fit() (itea._base.BaseITEA method)
(itea._base.BaseITExpr method)
(itea.classification.ITEA_classifier method)
(itea.classification.ITExpr_classifier method)
(itea.inspection.ITEA_summarizer method)
(itea.inspection.ITExpr_explainer method)
(itea.inspection.ITExpr_inspector method)
(itea.regression.ITEA_regressor method)
(itea.regression.ITExpr_regressor method)
fitness_ (itea.classification.ITEA_classifier attribute)
(itea.regression.ITEA_regressor attribute)
G
gradient() (itea._base.BaseITExpr method)
I
integrated_gradients() (itea.inspection.ITExpr_explainer method)
intercept_ (itea.classification.ITExpr_classifier attribute)
(itea.regression.ITExpr_regressor attribute)
is_fitted (itea.classification.ITExpr_classifier attribute)
(itea.regression.ITExpr_regressor attribute)
itea._base
module
itea.classification
module
itea.inspection
module
itea.regression
module
ITEA_classifier (class in itea.classification)
ITEA_regressor (class in itea.regression)
ITEA_summarizer (class in itea.inspection)
ITExpr_classifier (class in itea.classification)
ITExpr_explainer (class in itea.inspection)
ITExpr_inspector (class in itea.inspection)
ITExpr_regressor (class in itea.regression)
ITExpr_texifier (class in itea.inspection)
M
module
itea._base
itea.classification
itea.inspection
itea.regression
N
n_terms (itea.classification.ITExpr_classifier attribute)
(itea.regression.ITExpr_regressor attribute)
P
plot_convergence() (itea.inspection.ITEA_summarizer method)
plot_feature_importances() (itea.inspection.ITExpr_explainer method)
plot_normalized_partial_effects() (itea.inspection.ITExpr_explainer method)
plot_partial_effects_at_means() (itea.inspection.ITExpr_explainer method)
predict() (itea._base.BaseITEA method)
(itea._base.BaseITExpr method)
(itea.classification.ITEA_classifier method)
(itea.classification.ITExpr_classifier method)
(itea.regression.ITEA_regressor method)
(itea.regression.ITExpr_regressor method)
predict_proba() (itea._base.BaseITEA method)
(itea._base.BaseITExpr method)
(itea.classification.ITEA_classifier method)
(itea.classification.ITExpr_classifier method)
S
selected_features() (itea.inspection.ITExpr_explainer method)
shapley_values() (itea.inspection.ITExpr_explainer method)
T
terms_analysis() (itea.inspection.ITExpr_inspector method)
to_latex() (itea.inspection.ITExpr_texifier static method)
to_str() (itea._base.BaseITExpr method)