diff --git a/README.md b/README.md index 2c16f87..028ecfa 100644 --- a/README.md +++ b/README.md @@ -1,9 +1,10 @@ # Higher Order OCclusion (hoocs) ## Introduction -Hoocs implements a broad range of model-agnostic attributions. +Hoocs implements a broad range of model-agnostic attributions - *PredDiff* [[1]]([1]) [[2]]([2]) - Shapley values [[3]]([3]) - KernelSHAP [[4]]([4]) +- Recently, there has been increasing interest in more in-depth analysis of models. To meet this needs, the analysis of feature interactions is inevitable. Therefore, this package allows to calculate arbitrary higher-order explanations. Tt is extendable to other methods, which rely on marginalizing features in input space. diff --git a/pyproject.toml b/pyproject.toml index 3401a9c..167d442 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "hoocs" -version = "0.1.0" +version = "0.0.1" description = "Occlusion-based explainers for higher-order attributions." readme = "README.md" authors = [{ name = "Stefan Bluecher", email = "bluecher@tu-berlin.de" }]