NEWS.md

In iBreakDown: Model Agnostic Instance Level Variable Attributions

iBreakDown 2.1.2

• force matrix class for cumulative contributions in the calculate_contributions_along_path to prevent iBreakDown breaking for multiclass classification models that return data.frame of probabilities instead of a matrix.

iBreakDown 2.1.1

• consistent theme settings with #541

iBreakDown 2.1

• ensure the path (variable sequence) within each B is unique (not oversampled) #98

iBreakDown 2.0.2

• fixed factor variabe values formatting when new_observation is of class tbl #96

iBreakDown 2.0.1

• add reload argument to plotD3, which by default is FALSE (behavior unchanged); TRUE reloads the plot on resize #89
• fixes explanations when data has one column #93

iBreakDown 1.3.1

• fix issue with text coliding with rectangle #85

iBreakDown 1.2.1

• fix the intercept bar color when baseline is used (now it's blue)
• add max_vars alias to the plots (unification)

iBreakDown 1.2.0

• fix shap sign column #82
• DALEX is moved to Suggests as in #84

iBreakDown 1.1.1

• doc fix for CRAN

iBreakDown 1.1.0

• plot and plotD3 work now #77
• fix xgboost variable values in break_down_uncertainty() #76
• depend on R v3.5 to comply with DALEX
• plot has now title and subtitle arguments #67

iBreakDown 1.0

• Argument vnames added to plot.break_down to change freely labels
• change cummulative to cumulative #72
• add max_features to plot.break_down_uncertainty()

iBreakDown 0.9.9

• Description of break_down explainer added
• Description of break_down_uncertainty explainer added
• plotD3 for shap added
• chose first row when passing more than one new_observation

iBreakDown 0.9.8

• New version of D3 plots in plotD3().
• Updated color palettes consistent with changes in DALEX 0.4.4

iBreakDown 0.9.6

• Function local_attributions_uncertainty() now supports path = "average" argument and plots shapley values (#29).
• Function local_attributions_uncertainty() is renamed to break_down_uncertainty().
• Function shap() is an alias for break_down_uncertainty().
• binder is removed as it was not used.

iBreakDown 0.9.5

• methodology behind iBreakDown is described on arXiv and linked in the CITATION

iBreakDown 0.9.4

• code refactoring
• added local_attributions_uncertainty() function that measures uncertanity behind additive attributions

iBreakDown 0.9.3

• breakDown2 has changed name to iBreakDown

iBreakDown 0.9.2

• in the local_attributions() function user can force order in which variables shall be presented

iBreakDown 0.9.1

• added plotD3() function, that uses r2d3 package to generate interactive D3 plots

iBreakDown 0.9.0

• Greedy strategies with time complexity O(p^2) are removed.
• iBreakDown is forked from breakDown version 0.2.0

iBreakDown documentation built on May 29, 2024, 10:38 a.m.