Helena Löfström-Cavallin
Article
Löfström, T., Löfström, H., Johansson, U., Sönströd, C., Matela, R.
(2025).
Calibrated explanations for regression Machine Learning, 114(4).
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Löfström, H., Löfström, T., Johansson, U., Sönströd, C.
(2024).
Calibrated explanations: With uncertainty information and counterfactuals Expert systems with applications, 246.
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Löfström, H., Löfström, T., Johansson, U., Sönströd, C.
(2023).
Investigating the impact of calibration on the quality of explanations Annals of Mathematics and Artificial Intelligence.
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Löfström, H., Löfström, T., Johansson, U.
(2018).
Interpretable instance-based text classification for social science research projects Archives of Data Science, Series A, 5(1).
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Doctoral thesis
Löfström, H.
(2023).
Trustworthy explanations: Improved decision support through well-calibrated uncertainty quantification
(Doctoral thesis, Jönköping:
Jönköping University, Jönköping International Business School).
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Conference paper
Löfström, T., Yapicioglu, F., Stramiglio, A., Löfström, H., Vitali, F.
(2026).
Fast calibrated explanations: Efficient and uncertainty-aware explanations for machine learning models.
Cham:
Springer, Third World Conference, xAI 2025, Istanbul, Turkey, July 9–11, 2025.
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Löfström, T., Löfström, H., Johansson, U.
(2024).
Calibrated explanations for multi-class.
The 13th Symposium on Conformal and Probabilistic Prediction with Applications, 9-11 September 2024, Politecnico di Milano, Milano, Italy.
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Löfström, H., Löfström, T.
(2024).
Conditional Calibrated Explanations: Finding a Path Between Bias and Uncertainty.
Second World Conference, xAI 2024, Valletta, Malta, July 17–19, 2024.
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Johansson, U., Löfström, T., Sönströd, C., Löfström, H.
(2023).
Conformal Prediction for Accuracy Guarantees in Classification with Reject Option.
International Conference on Modeling Decisions for Artificial Intelligence Umeå, Sweden 19 June 2023.
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Löfström, H.
(2023).
On the Definition of Appropriate Trust and the Tools that Come with it.
2023 Congress in Computer Science, Computer Engineering, and Applied Computing, CSCE 2023 Las Vegas 24 July 2023 through 27 July 2023.
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Löfström, H., Hammar, K., Johansson, U.
(2022).
A meta survey of quality evaluation criteria in explanation methods.
Cham:
Springer, CAiSE Forum 2022, Leuven, Belgium, June 6–10, 2022.
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Other publications
Löfström, H.
.
On the definition of appropriate trust: and the tools that come with it.
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