1 code implementation • 3 Apr 2024 • Vasilis Gkolemis, Christos Diou, Eirini Ntoutsi, Theodore Dalamagas, Bernd Bischl, Julia Herbinger, Giuseppe Casalicchio
Effector implements well-established global effect methods, assesses the heterogeneity of each method and, based on that, provides regional effects.
no code implementations • 21 Sep 2023 • Vasilis Gkolemis, Anargiros Tzerefos, Theodore Dalamagas, Eirini Ntoutsi, Christos Diou
Consequently, RAMs fit one component per subregion of each feature instead of one component per feature.
1 code implementation • 20 Sep 2023 • Vasilis Gkolemis, Theodore Dalamagas, Eirini Ntoutsi, Christos Diou
RHALE quantifies the heterogeneity by considering the standard deviation of the local effects and automatically determines an optimal variable-size bin-splitting.
no code implementations • 19 Sep 2023 • Vasilis Gkolemis, Michael Gutmann, Henri Pesonen
Our implementation can be used in two ways.
1 code implementation • 10 Oct 2022 • Vasilis Gkolemis, Theodore Dalamagas, Christos Diou
In this paper, we propose a novel ALE approximation, called Differential Accumulated Local Effects (DALE), which can be used in cases where the ML model is differentiable and an auto-differentiable framework is accessible.