Trade-off between accuracy and interpretability for predictive in silico modeling U Johansson, C Sönströd, U Norinder, H Boström Future medicinal chemistry 3 (6), 647-663, 2011 | 95 | 2011 |
Rule Extraction from Opaque Models--A Slightly Different Perspective U Johansson, T Lofstrom, R Konig, C Sonstrod, L Niklasson 2006 5th International Conference on Machine Learning and Applications …, 2006 | 23 | 2006 |
Neural networks mine for gold at the greyhound racetrack U Johansson, C Sonstrod Proceedings of the International Joint Conference on Neural Networks, 2003 …, 2003 | 21 | 2003 |
Rule extraction with guarantees from regression models U Johansson, C Sönströd, T Löfström, H Boström Pattern Recognition 126, 108554, 2022 | 19 | 2022 |
Handling small calibration sets in mondrian inductive conformal regressors U Johansson, E Ahlberg, H Boström, L Carlsson, H Linusson, C Sönströd International Symposium on Statistical Learning and Data Sciences, 271-280, 2015 | 19 | 2015 |
Regression trees for streaming data with local performance guarantees U Johansson, C Sönströd, H Linusson, H Boström 2014 IEEE International Conference on Big Data (Big Data), 461-470, 2014 | 19 | 2014 |
Neural networks and rule extraction for prediction and explanation in the marketing domain U Johansson, C Sonstrod, R Konig, L Niklasson Proceedings of the International Joint Conference on Neural Networks, 2003 …, 2003 | 18 | 2003 |
One tree to explain them all U Johansson, C Sönströd, T Löfström 2011 IEEE Congress of Evolutionary Computation (CEC), 1444-1451, 2011 | 16 | 2011 |
Explaining winning Poker--a data mining approach U Johansson, C Sonstrod, L Niklasson 2006 5th International Conference on Machine Learning and Applications …, 2006 | 14 | 2006 |
Efficient conformal regressors using bagged neural nets U Johansson, C Sönströd, H Linusson 2015 International Joint Conference on Neural Networks (IJCNN), 1-8, 2015 | 11 | 2015 |
Chipper-a novel algorithm for concept description U Johansson, C Sönströd, T Löfström, H Boström FRONTIERS IN ARTIFICIAL INTELLIGENCE AND APPLICATIONS 173, 133, 2008 | 11 | 2008 |
Accurate and interpretable regression trees using oracle coaching U Johansson, C Sönströd, R König 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM …, 2014 | 10 | 2014 |
Towards a unified view on concept description C Sönströd, U Johansson 2007 International Conference on Data Mining, DMIN, 2007 | 10 | 2007 |
Calibrated explanations: With uncertainty information and counterfactuals H Löfström, T Löfström, U Johansson, C Sönströd Expert Systems with Applications 246, 123154, 2024 | 9 | 2024 |
Integrating psychometric and computational approaches to individual differences in multimodal reasoning P Monaghan, K Stenning, J Oberlander, C Sönströd Proceedings of the Twenty-first Annual Conference of the Cognitive Science …, 2020 | 8 | 2020 |
Obtaining accurate and comprehensible classifiers using oracle coaching U Johansson, C Sönströd, T Löfström, H Boström Intelligent Data Analysis 16 (2), 247-263, 2012 | 8 | 2012 |
Why Rule Extraction Matters U Johansson, C Sönströd, L Niklasson Eighth IASTED International Conference on Software Engineering and …, 2004 | 8 | 2004 |
Interpretable and specialized conformal predictors U Johansson, T Löfström, H Boström, C Sönströd Conformal and Probabilistic Prediction and Applications, 3-22, 2019 | 7 | 2019 |
Oracle coached decision trees and lists U Johansson, C Sönströd, T Löfström Advances in Intelligent Data Analysis IX: 9th International Symposium, IDA …, 2010 | 7 | 2010 |
Fish or Shark: Data mining online poker U Johansson, C Sönströd 5th International Conference on Data Mining-DMIN 09, Las Vegas, USA., 2009 | 7 | 2009 |