Dataset Level ExplanationsFunctions that generate dataset level explanations |
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Feature Importance |
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Partial Dependence Profiles |
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Accumulated Local Effects Profiles aka ALEPlots |
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Conditional Dependence Profiles |
Aggregates Ceteris Paribus Profiles |
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Cluster Ceteris Paribus Profiles |
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Instance Level ExplanationsFunctions that generate instance level explanations |
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Ceteris Paribus Profiles aka Individual Variable Profiles |
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Ceteris Paribus 2D Plot |
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Calculate Oscillations for Ceteris Paribus Explainer |
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GenericsGeneric functions for explanations |
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Natural language description of feature importance explainer |
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Prints Aggregated Profiles |
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Prints Individual Variable Explainer Summary |
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Print Generic for Feature Importance Object |
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PlotsPlotting functions for explanations |
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Bind Multiple ggplot Objects |
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Plots Aggregated Profiles |
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Plot Ceteris Paribus 2D Explanations |
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Plots Ceteris Paribus Profiles |
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Plot Ceteris Paribus Oscillations |
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Plots Feature Importance |
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Adds a Layer with Aggregated Profiles |
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Adds a Layer with Observations to a Profile Plot |
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Adds a Layer with Profiles |
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Adds a Layer with Residuals to a Profile Plot |
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Adds a Layer with Rugs to a Profile Plot |
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Plots Ceteris Paribus Profiles in D3 with r2d3 Package. |
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Plots Aggregated Ceteris Paribus Profiles in D3 with r2d3 Package. |
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Plot Feature Importance Objects in D3 with r2d3 Package. |
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UtilsUtils for explanations |
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Select Subset of Rows Closest to a Specified Observation |
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Select Subset of Rows |
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Internal Function for Individual Variable Profiles |
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Internal Function for Split Points for Selected Variables |