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Cecilia Sönströd
Cecilia Sönströd
Jönköping University
Dirección de correo verificada de ju.se
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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
922011
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
232006
Neural networks mine for gold at the greyhound racetrack
U Johansson, C Sonstrod
Proceedings of the International Joint Conference on Neural Networks, 2003 …, 2003
212003
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
192015
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
172003
Rule extraction with guarantees from regression models
U Johansson, C Sönströd, T Löfström, H Boström
Pattern Recognition 126, 108554, 2022
162022
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
162014
One tree to explain them all
U Johansson, C Sönströd, T Löfström
2011 IEEE Congress of Evolutionary Computation (CEC), 1444-1451, 2011
152011
Explaining winning Poker--a data mining approach
U Johansson, C Sonstrod, L Niklasson
2006 5th International Conference on Machine Learning and Applications …, 2006
142006
Chipper-a novel algorithm for concept description
U Johansson, C Sönströd, T Löfström, H Boström
FRONTIERS IN ARTIFICIAL INTELLIGENCE AND APPLICATIONS 173, 133, 2008
112008
Towards a unified view on concept description
C Sönströd, U Johansson
2007 International Conference on Data Mining, DMIN, 2007
102007
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
92014
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
82020
Efficient conformal regressors using bagged neural nets
U Johansson, C Sönströd, H Linusson
2015 International Joint Conference on Neural Networks (IJCNN), 1-8, 2015
82015
Why Rule Extraction Matters
U Johansson, C Sönströd, L Niklasson
Eighth IASTED International Conference on Software Engineering and …, 2004
82004
Oracle coached decision trees and lists
U Johansson, C Sönströd, T Löfström
Advances in Intelligent Data Analysis IX: 9th International Symposium, IDA …, 2010
72010
Fish or Shark: Data mining online poker
U Johansson, C Sönströd
5th International Conference on Data Mining-DMIN 09, Las Vegas, USA., 2009
72009
Customized interpretable conformal regressors
U Johansson, C Sönströd, T Löfström, H Boström
2019 IEEE International Conference on Data Science and Advanced Analytics …, 2019
62019
Obtaining accurate and comprehensible classifiers using oracle coaching
U Johansson, C Sönströd, T Löfström, H Boström
Intelligent Data Analysis 16 (2), 247-263, 2012
62012
Comprehensible models for predicting molecular interaction with heart-regulating genes
C Sönströd, U Johansson, U Norinder, H Boström
2008 Seventh International Conference on Machine Learning and Applications …, 2008
62008
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