Explainable AI

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
Opening the black box: Individual prediction explanation
Invited talk presenting our groups work on dependence-aware prediction explanation with Shapley values.
Nov 14, 2019 Norwegian Institute of Public Health, Oslo
Project Slides
Opening the black box: Individual prediction explanation
How to open the black box: Individual prediction explanation
Introducing the topic of prediction explanation and Shapley values + some words on our methods for accounting for the feature dependence
Jun 19, 2019 Sola Strand Hotel, Stavanger
Project Slides
How to open the black box: Individual prediction explanation
(NO) Personlig prediksjonsforklaring
Kort intro til LIME + Shapley verdier og vårt arbeid
Dec 5, 2018 Norwegian Computing Center, Oslo, Norway
Project Slides
(NO) Personlig prediksjonsforklaring