Cecilia Sönströd

Publication Activity (10 Years)

Years Active: 2004-2024
Publications (10 Years): 11

Top Topics

Confusion Matrices

Ensemble Pruning

Regression Trees

Top Venues

Pattern Recognit.

Publications

Helena Löfström, Tuwe Löfström, Ulf Johansson, Cecilia Sönströd
Calibrated explanations: With uncertainty information and counterfactuals. Expert Syst. Appl. 246 (2024)
Ulf Johansson, Tuwe Löfström, Cecilia Sönströd
Well-Calibrated Probabilistic Predictive Maintenance using Venn-Abers. CoRR (2023)
Ulf Johansson, Tuwe Löfström, Cecilia Sönströd, Helena Löfström
Conformal Prediction for Accuracy Guarantees in Classification with Reject Option. MDAI (2023)
Helena Löfström, Tuwe Löfström, Ulf Johansson, Cecilia Sönströd
Calibrated Explanations: with Uncertainty Information and Counterfactuals. CoRR (2023)
Ulf Johansson, Cecilia Sönströd, Tuwe Löfström, Henrik Boström
Confidence Classifiers with Guaranteed Accuracy or Precision. COPA (2023)
Tuwe Löfström, Helena Löfström, Ulf Johansson, Cecilia Sönströd
Calibrated Explanations for Regression. CoRR (2023)
Ulf Johansson, Cecilia Sönströd, Tuwe Löfström, Henrik Boström
Rule extraction with guarantees from regression models. Pattern Recognit. 126 (2022)
Ulf Johansson, Tuwe Löfström, Henrik Boström, Cecilia Sönströd
Interpretable and specialized conformal predictors. COPA (2019)
Ulf Johansson, Cecilia Sönströd, Tuwe Löfström, Henrik Boström
Customized Interpretable Conformal Regressors. DSAA (2019)
Ulf Johansson, Cecilia Sönströd, Henrik Linusson
Efficient conformal regressors using bagged neural nets. IJCNN (2015)
Ulf Johansson, Ernst Ahlberg, Henrik Boström, Lars Carlsson, Henrik Linusson, Cecilia Sönströd
Handling Small Calibration Sets in Mondrian Inductive Conformal Regressors. SLDS (2015)
Ulf Johansson, Cecilia Sönströd, Henrik Linusson, Henrik Boström
Regression trees for streaming data with local performance guarantees. IEEE BigData (2014)
Ulf Johansson, Cecilia Sönströd, Rikard König
Accurate and interpretable regression trees using oracle coaching. CIDM (2014)
Ulf Johansson, Cecilia Sönströd, Tuve Löfström, Henrik Boström
Obtaining accurate and comprehensible classifiers using oracle coaching. Intell. Data Anal. 16 (2) (2012)
Ulf Johansson, Cecilia Sönströd, Tuve Löfström
One tree to explain them all. IEEE Congress on Evolutionary Computation (2011)
Cecilia Sönströd, Ulf Johansson, Rikard König
Evolving accurate and comprehensible classification rules. IEEE Congress on Evolutionary Computation (2011)
Ulf Johansson, Tuve Löfström, Cecilia Sönströd
Locally induced predictive models. SMC (2011)
Cecilia Sönströd, Ulf Johansson, Henrik Boström, Ulf Norinder
Pin-pointing concept descriptions. SMC (2010)
Ulf Johansson, Cecilia Sönströd, Tuve Löfström
Oracle Coached Decision Trees and Lists. IDA (2010)
Ulf Johansson, Cecilia Sönströd, Tuve Löfström, Rikard König
Using genetic programming to obtain implicit diversity. IEEE Congress on Evolutionary Computation (2009)
Cecilia Sönströd, Ulf Johansson, Tuve Löfström
Evaluating Algorithms for Concept Description. DMIN (2009)
Ulf Johansson, Cecilia Sönströd
Fish or Shark - Data Mining Online Poker. DMIN (2009)
Ulf Johansson, Cecilia Sönströd, Tuve Löfström, Henrik Boström
Chipper - A Novel Algorithm for Concept Description. SCAI (2008)
Cecilia Sönströd, Ulf Johansson, Ulf Norinder, Henrik Boström
Comprehensible Models for Predicting Molecular Interaction with Heart-Regulating Genes. ICMLA (2008)
Cecilia Sönströd, Ulf Johansson, Rikard König, Lars Niklasson
Genetic Decision Lists for Concept Description. DMIN (2008)
Cecilia Sönströd, Ulf Johansson
Concept Description - A Fresh Look. IJCNN (2007)
Cecilia Sönströd, Ulf Johansson, Rikard König
Towards a Unified View on Concept Description. DMIN (2007)
Ulf Johansson, Cecilia Sönströd, Lars Niklasson
Explaining Winning Poker--A Data Mining Approach. ICMLA (2006)
Ulf Johansson, Tuve Löfström, Rikard König, Cecilia Sönströd, Lars Niklasson
Rule Extraction from Opaque Models-- A Slightly Different Perspective. ICMLA (2006)
Ulf Johansson, Cecilia Sönströd, Lars Niklasson
Why rule extraction matters. IASTED Conf. on Software Engineering and Applications (2004)