My talks

Last updated March 2022

2021

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
Variabelreduksjon (in norwegian)
Oversikt over variabelreduksjonsmetoder innen statistikk og maskinlæring.
Sep 1, 2021 Online
Project Slides
Variabelreduksjon (in norwegian)
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
Boostede tre modeller: Fra en enkel tre-modell til en XGBoost-modell (in norwegian)
En reise fra enkle tre-modeller via boosting, gradient boosting som ender opp med XGBoost.
Feb 9, 2021 Online
Project Slides
Boostede tre modeller: Fra en enkel tre-modell til en XGBoost-modell (in norwegian)
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