File tree Expand file tree Collapse file tree 2 files changed +15
-16
lines changed Expand file tree Collapse file tree 2 files changed +15
-16
lines changed Original file line number Diff line number Diff line change 11# kernelshap 0.9.0
22
3- ### Major bug fix
3+ ### Bug fix
44
5- ` kernelshap() ` used a wrong weighting logic, leading to values slightly off. This has
6- been fixed with the help of Prof Mario Wuethrich of ETHZ and Ian Covert and his
7- [ wonderful Github repo] ( https://github.com/iancovert/shapley-regression ) .
8- Now, exact Kernel SHAP returns identical values as exact permutation SHAP.
9- All variants of ` kernelshap() ` had been affected by this (exact, sampling, hybrid).
10- For models with interactions up to two, the bug had no consequences - which is why
11- it went unnoticed.
5+ With input from Mario Wuethrich and Ian Covert and his [ repo] ( https://github.com/iancovert/shapley-regression ) ,
6+ we have fixed a bug in how ` kernelshap() ` calculates Kernel weights.
127
13- Fixed in [ #168 ] ( https://github.com/ModelOriented/kernelshap/pull/168 ) .
8+ - The differences caused by this are typically very small.
9+ - Models with interactions of order up to two have been unaffected.
10+ - Exact Kernel SHAP now provides identical results to exact permutation SHAP.
11+
12+ Fixed in [ #168 ] ( https://github.com/ModelOriented/kernelshap/pull/168 ) , which also has received
13+ unit tests against Python's "shap".
1414
1515### API
1616
Original file line number Diff line number Diff line change 1- # kernelshap 0.9.0 (MAJOR BUG FIX)
1+ # kernelshap 0.9.0
22
3- We have figured out a major bug in the weighting logic of Kernel SHAP.
3+ We have figured out a bug in the weighting logic of Kernel SHAP.
44
5- This update comes with a fix which has been tested also against different
6- Python algorithms.
5+ This update comes with a fix which has been tested against two other implementations.
76
8- I know that summer holidays are ahead, and the last release is not long ago,
9- but I would love to see this change on CRAN very soon .
7+ I am aware that the last release of {kernelshap} is not too long ago, but I still would love to see
8+ this fixed before the (well-deserved) summer break .
109
11- Michael
10+ Thanks a lot!
1211
1312## Checks
1413
You can’t perform that action at this time.
0 commit comments