Shapley

Shapley values for prediction explanation
Overview of the use of Shapley values for prediction explanation
Feb 3, 2022 Online
Project Slides
Shapley values for prediction explanation
Shapley values for prediction explanation
Overview of the use of Shapley values for prediction explanation
Feb 3, 2022
Project Slides
Shapley values for prediction explanation
Efficient and simple prediction explanations with groupShapley -- A practical perspective
Extending feature-wise Shapley value explanations to explanations through groups of features
Nov 30, 2021 Online
Project Slides
Efficient and simple prediction explanations with groupShapley -- A practical perspective
Prediction explanation with Shapley values
Overview of the use of Shapley values for prediction explanation and the relevant work within BigInsight.
Oct 29, 2021 Online
Project Slides
Prediction explanation with Shapley values
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values
Invited talk (+poster) presenting our JAI-paper, presenting different methods for accounting for dependence in Shapley value based prediction explanations with accompanying simulation studies.
Aug 24, 2021 Online
Project Poster Slides Video
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values
Efficient Shapley value explanation through covariate groups
Presenting a method for explaining predictive models with Shapley values for groups of covariates
Jun 23, 2021 Online/Tromsø, Norway
Project Slides
Efficient Shapley value explanation through covariate groups
groupShapley: Efficient Shapley value explanation through feature groups
Poster/5-min lightning presentations: Extending feature-wise Shapley value explanations to explanations through groups of features.
Jan 27, 2021 Online
Project Slides
groupShapley: Efficient Shapley value explanation through feature groups
(NO) Shapley-baserte modellforklaringer
Enkel introduksjon til modellforklaring og Shapley verdier + praktisk bruk av R-pakken shapr
Jun 26, 2020 Online
Code Project Slides
(NO) Shapley-baserte modellforklaringer
Proper prediction explanatin with shapr
Crash course in Shapley based methods for model explanation and demo of the R-package shapr
Jun 26, 2020 Online
Code Project Slides
Proper prediction explanatin with shapr
How to open the black box: Individual prediction explanation
Invited talk giving an introduction to prediction explanation with particular focus on our work on Shapley values.
Mar 29, 2020 NTNU, Trondheim
Project Slides
How to open the black box: Individual prediction explanation