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@@ -15,7 +15,7 @@ unit tests against Python's "shap".
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### API
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- The argument `feature_names` can now also be used with matrix input ([#166](https://github.com/ModelOriented/kernelshap/pull/166)).
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-`kernelshap()` and `permshap()` have received a `seed = NULL` argument ([#169](https://github.com/ModelOriented/kernelshap/pull/169)).
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-`kernelshap()` and `permshap()` have received a `seed = NULL` argument ([#170](https://github.com/ModelOriented/kernelshap/pull/170)).
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- Parallel mode: If missing packages or globals have to be specified, this now has to be done through `parallel_args = list(packages = ..., globals = ...)`
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instead of `parallel_args = list(.packages = ..., .globals = ...)`, see section on parallelism below.
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The list is passed to `[foreach::foreach(.options.future = ...)]`.
@@ -26,15 +26,15 @@ The list is passed to `[foreach::foreach(.options.future = ...)]`.
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-`permshap()` and `kernelshap()` are faster for data.frame input,
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and slightly slower for matrix input ([#166](https://github.com/ModelOriented/kernelshap/pull/166)).
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- Additionally, `permshap(, exact = TRUE)` is faster by pre-calculating more
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elements used across rows [#165](https://github.com/ModelOriented/kernelshap/pull/165)
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elements used across rows ([#165](https://github.com/ModelOriented/kernelshap/pull/165)).
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### Internal changes
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- Matrices holding on-off vectors are now consistently of type logical ([#167](https://github.com/ModelOriented/kernelshap/pull/167)).
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### Changes in parallelism
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We have switched from `%dopar%` to `doFuture` ([#169](https://github.com/ModelOriented/kernelshap/pull/169)) with the following impact:
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We have switched from `%dopar%` to `doFuture` ([#170](https://github.com/ModelOriented/kernelshap/pull/170)) with the following impact:
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- No need for calling `registerDoFuture()` anymore.
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- Random seeding is properly handled, and respects `seed`, thanks [#163](https://github.com/ModelOriented/kernelshap/issues/163) for reporting.
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