Relative Feature Importance

Relative Feature Importance

16 July 2020

Christoph Molnar

Moritz Grosse-Wentrup

Papers citing "Relative Feature Importance"

12 / 12 papers shown

Title
Disentangling Interactions and Dependencies in Feature Attribution Gunnar König Eric Günther Ulrike von Luxburg FAtt 55 1 0 31 Oct 2024
A Guide to Feature Importance Methods for Scientific Inference F. K. Ewald Ludwig Bothmann Marvin N. Wright B. Bischl Giuseppe Casalicchio Gunnar Konig 32 10 0 19 Apr 2024
Interpretable Architecture Neural Networks for Function Visualization Shengtong Zhang D. Apley 23 2 0 03 Mar 2023
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams Maximilian Muschalik Fabian Fumagalli Barbara Hammer Eyke Hüllermeier 15 3 0 02 Mar 2023
Incremental Permutation Feature Importance (iPFI): Towards Online Explanations on Data Streams Fabian Fumagalli Maximilian Muschalik Eyke Hüllermeier Barbara Hammer 24 20 0 05 Sep 2022
Towards Daily High-resolution Inundation Observations using Deep Learning and EO A. Dasgupta Lasse Hybbeneth B. Waske AI4CE 25 2 0 10 Aug 2022
Learning to Increase the Power of Conditional Randomization Tests Shalev Shaer Yaniv Romano CML 26 2 0 03 Jul 2022
Large Scale Diverse Combinatorial Optimization: ESPN Fantasy Football Player Trades Aaron Baughman Daniel Bohm Micah Forster Eduardo Morales J. Powell ... Kavitha Yogaraj Yoshika Chhabra S. Ghosh R. Haq Arjun Kashyap 13 2 0 04 Nov 2021
Decomposition of Global Feature Importance into Direct and Associative Components (DEDACT) Gunnar Konig Timo Freiesleben B. Bischl Giuseppe Casalicchio Moritz Grosse-Wentrup FAtt 11 4 0 15 Jun 2021
Interpretable Machine Learning -- A Brief History, State-of-the-Art and Challenges Christoph Molnar Giuseppe Casalicchio B. Bischl AI4TS AI4CE 20 397 0 19 Oct 2020
General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models Christoph Molnar Gunnar Konig J. Herbinger Timo Freiesleben Susanne Dandl Christian A. Scholbeck Giuseppe Casalicchio Moritz Grosse-Wentrup B. Bischl FAtt AI4CE 21 135 0 08 Jul 2020
Model-agnostic Feature Importance and Effects with Dependent Features -- A Conditional Subgroup Approach Christoph Molnar Gunnar Konig B. Bischl Giuseppe Casalicchio 31 77 0 08 Jun 2020