- 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.
- consistent theme settings with #541
- ensure the path (variable sequence) within each B is unique (not oversampled) #98
- fixed factor variabe values formatting when
new_observation
is of classtbl
#96
- add
reload
argument toplotD3
, which by default isFALSE
(behavior unchanged);TRUE
reloads the plot on resize #89 - fixes explanations when data has one column #93
- fix issue with text coliding with rectangle #85
- fix the intercept bar color when
baseline
is used (now it's blue) - add
max_vars
alias to the plots (unification)
- doc fix for
CRAN
plot
andplotD3
work now #77- fix
xgboost
variable values inbreak_down_uncertainty()
#76 - depend on
R v3.5
to comply withDALEX
plot
has nowtitle
andsubtitle
arguments #67
- Argument
vnames
added toplot.break_down
to change freely labels - change
cummulative
tocumulative
#72 - add
max_features
toplot.break_down_uncertainty()
- 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
- New version of D3 plots in
plotD3()
. - Updated color palettes consistent with changes in DALEX 0.4.4
- Function
local_attributions_uncertainty()
now supportspath = "average"
argument and plots shapley values (#29). - Function
local_attributions_uncertainty()
is renamed tobreak_down_uncertainty()
. - Function
shap()
is an alias forbreak_down_uncertainty()
. - binder is removed as it was not used.
- methodology behind
iBreakDown
is described on arXiv and linked in the CITATION
- code refactoring
- added
local_attributions_uncertainty()
function that measures uncertanity behind additive attributions
breakDown2
has changed name toiBreakDown
- in the
local_attributions()
function user can force order in which variables shall be presented
- added
plotD3()
function, that usesr2d3
package to generate interactive D3 plots
- Greedy strategies with time complexity O(p^2) are removed.
iBreakDown
is forked frombreakDown
version 0.2.0