Cecilia Sönströd

Orcid: 0009-0009-0404-2586

According to our database1, Cecilia Sönströd authored at least 30 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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PhD thesis 
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Links

On csauthors.net:

Bibliography

2024
Calibrated explanations: With uncertainty information and counterfactuals.
Expert Syst. Appl., 2024

2023
Calibrated Explanations for Regression.
CoRR, 2023

Well-Calibrated Probabilistic Predictive Maintenance using Venn-Abers.
CoRR, 2023

Conformal Prediction for Accuracy Guarantees in Classification with Reject Option.
Proceedings of the Modeling Decisions for Artificial Intelligence, 2023

Confidence Classifiers with Guaranteed Accuracy or Precision.
Proceedings of the Conformal and Probabilistic Prediction with Applications, 2023

2022
Rule extraction with guarantees from regression models.
Pattern Recognit., 2022

2019
Customized Interpretable Conformal Regressors.
Proceedings of the 2019 IEEE International Conference on Data Science and Advanced Analytics, 2019

Interpretable and specialized conformal predictors.
Proceedings of the Conformal and Probabilistic Prediction and Applications, 2019

2015
Handling Small Calibration Sets in Mondrian Inductive Conformal Regressors.
Proceedings of the Statistical Learning and Data Sciences - Third International Symposium, 2015

Efficient conformal regressors using bagged neural nets.
Proceedings of the 2015 International Joint Conference on Neural Networks, 2015

2014
Accurate and interpretable regression trees using oracle coaching.
Proceedings of the 2014 IEEE Symposium on Computational Intelligence and Data Mining, 2014

Regression trees for streaming data with local performance guarantees.
Proceedings of the 2014 IEEE International Conference on Big Data (IEEE BigData 2014), 2014

2012
Obtaining accurate and comprehensible classifiers using oracle coaching.
Intell. Data Anal., 2012

2011
Locally induced predictive models.
Proceedings of the IEEE International Conference on Systems, 2011

Evolving accurate and comprehensible classification rules.
Proceedings of the IEEE Congress on Evolutionary Computation, 2011

One tree to explain them all.
Proceedings of the IEEE Congress on Evolutionary Computation, 2011

2010
Pin-pointing concept descriptions.
Proceedings of the IEEE International Conference on Systems, 2010

Oracle Coached Decision Trees and Lists.
Proceedings of the Advances in Intelligent Data Analysis IX, 9th International Symposium, 2010

2009
Post-processing Evolved Decision Trees.
Proceedings of the Foundations of Computational Intelligence, 2009

Evaluating Algorithms for Concept Description.
Proceedings of The 2009 International Conference on Data Mining, 2009

Fish or Shark - Data Mining Online Poker.
Proceedings of The 2009 International Conference on Data Mining, 2009

Using genetic programming to obtain implicit diversity.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

2008
Chipper - A Novel Algorithm for Concept Description.
Proceedings of the Tenth Scandinavian Conference on Artificial Intelligence, 2008

Comprehensible Models for Predicting Molecular Interaction with Heart-Regulating Genes.
Proceedings of the Seventh International Conference on Machine Learning and Applications, 2008

Genetic Decision Lists for Concept Description.
Proceedings of The 2008 International Conference on Data Mining, 2008

2007
Concept Description - A Fresh Look.
Proceedings of the International Joint Conference on Neural Networks, 2007

Towards a Unified View on Concept Description.
Proceedings of the 2007 International Conference on Data Mining, 2007

2006
Explaining Winning Poker--A Data Mining Approach.
Proceedings of the Fifth International Conference on Machine Learning and Applications, 2006

Rule Extraction from Opaque Models-- A Slightly Different Perspective.
Proceedings of the Fifth International Conference on Machine Learning and Applications, 2006

2004
Why rule extraction matters.
Proceedings of the IASTED Conference on Software Engineering and Applications, 2004


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