Cecilia Sönströd
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Article
Löfström, T., Löfström, H., Johansson, U., Sönströd, C., Matela, R.
(2025).
Calibrated explanations for regression Machine Learning, 114(4).
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Szabadvary, J., Löfström, T., Johansson, U., Sönströd, C., Ahlberg, E., Carlsson, L.
(2025).
Classification with reject option: Distribution-free error guarantees via conformal prediction MACHINE LEARNING WITH APPLICATIONS, 20.
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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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Johansson, U., Sönströd, C., Löfström, T., Boström, H.
(2022).
Rule extraction with guarantees from regression models Pattern Recognition, 126.
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Conference paper
Sönströd, C., Johansson, U.
(2025).
Rule Extraction with Reject Option.
9th International Conference, ICMLSC, 2025, Tokyo, Japan, January 24–26, 2025.
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Johansson, U., Maalej, A., Sönströd, C.
(2025).
Explaining Set-Valued Predictions: SHAP Analysis for Conformal Classification.
14th Symposium on Conformal and Probabilistic Prediction with Applications, COPA 2025, 10 September 2025 - 12 September 2025, London.
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Maalej, A., Sönströd, C., Johansson, U.
(2025).
Counterfactual Explanations for Conformal Prediction Sets.
14th Symposium on Conformal and Probabilistic Prediction with Applications, COPA 2025,10 September 2025 - 12 September 2025, London.
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Johansson, U., Sönströd, C., Löfström, T., Boström, H.
(2023).
Confidence Classifiers with Guaranteed Accuracy or Precision.
Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, 13-15 September 2023, Limassol, Cyprus.
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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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