Kjersti Aas
Orcid: 0000-0002-0862-6898
According to our database1,
Kjersti Aas
authored at least 26 papers
between 1992 and 2024.
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Bibliography
2024
MCCE: Monte Carlo sampling of valid and realistic counterfactual explanations for tabular data.
Data Min. Knowl. Discov., July, 2024
A comparative study of methods for estimating model-agnostic Shapley value explanations.
Data Min. Knowl. Discov., July, 2024
Neural Networks, January, 2024
2023
A Comparative Study of Methods for Estimating Conditional Shapley Values and When to Use Them.
CoRR, 2023
2022
Knowl. Based Syst., 2022
Using Shapley Values and Variational Autoencoders to Explain Predictive Models with Dependent Mixed Features.
J. Mach. Learn. Res., 2022
2021
Expert Syst. Appl., 2021
groupShapley: Efficient prediction explanation with Shapley values for feature groups.
CoRR, 2021
CoRR, 2021
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values.
Artif. Intell., 2021
2020
Knowl. Based Syst., 2020
Explaining Predictive Models with Mixed Features Using Shapley Values and Conditional Inference Trees.
Proceedings of the Machine Learning and Knowledge Extraction, 2020
2019
2018
Expert Syst. Appl., 2018
CoRR, 2018
2016
Comput. Stat. Data Anal., 2016
2010
J. Multivar. Anal., 2010
1999
1997
1996
Pattern Recognit., 1996
Proceedings of the 13th International Conference on Pattern Recognition, 1996
1995
Proceedings of the Third International Conference on Document Analysis and Recognition, 1995
Proceedings of the Computer Analysis of Images and Patterns, 6th International Conference, 1995
Proceedings of the Computer Analysis of Images and Patterns, 6th International Conference, 1995
1992
Proceedings of the 11th IAPR International Conference on Pattern Recognition, 1992