The truth is in there-rule extraction from opaque models using genetic programming. U Johansson, R König, L Niklasson FLAIRS, 658-663, 2004 | 95 | 2004 |
Accuracy vs. comprehensibility in data mining models U Johansson, L Niklasson, R König Proceedings of the seventh international conference on information fusion 1 …, 2004 | 76 | 2004 |
Rule extraction from trained neural networks using genetic programming U Johansson, R König, L Niklasson 13th International Conference on Artificial Neural Networks, 13-16, 2003 | 61 | 2003 |
G-REX: A versatile framework for evolutionary data mining R Konig, U Johansson, L Niklasson 2008 IEEE International Conference on Data Mining Workshops, 971-974, 2008 | 47 | 2008 |
Building neural network ensembles using genetic programming U Johansson, T Lofstrom, R Konig, L Niklasson The 2006 IEEE International Joint Conference on Neural Network Proceedings …, 2006 | 30 | 2006 |
Mining trackman golf data U Johansson, R König, P Brattberg, A Dahlbom, M Riveiro 2015 International Conference on Computational Science and Computational …, 2015 | 29 | 2015 |
Automatically balancing accuracy and comprehensibility in predictive modeling U Johansson, R Konig, L Niklasson 2005 7th International Conference on Information Fusion 2, 7 pp., 2005 | 25 | 2005 |
Evolved decision trees as conformal predictors U Johansson, R König, T Löfström, H Boström 2013 IEEE Congress on Evolutionary Computation, 1794-1801, 2013 | 23 | 2013 |
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 |
Why not use an oracle when you got one U Johansson, T Löfström, R König, L Niklasson Neural Information Processing-Letters and Reviews 10 (8-9), 227-236, 2006 | 19 | 2006 |
Genetic programming-a tool for flexible rule extraction R Konig, U Johansson, L Niklasson 2007 IEEE Congress on Evolutionary Computation, 1304-1310, 2007 | 16 | 2007 |
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 | 16 | 2003 |
Genetic rule extraction optimizing brier score U Johansson, R König, L Niklasson Proceedings of the 12th annual conference on Genetic and evolutionary …, 2010 | 15 | 2010 |
Predictive techniques and methods for decision support in situations with poor data quality R König | 15 | 2009 |
Hierarchical Temporal Memory-based algorithmic trading of financial markets P Gabrielsson, R König, U Johansson 2012 IEEE Conference on Computational Intelligence for Financial Engineering …, 2012 | 13 | 2012 |
Improving gp classification performance by injection of decision trees R König, U Johansson, T Löfström, L Niklasson IEEE Congress on Evolutionary Computation, 1-8, 2010 | 11 | 2010 |
Co-evolving online high-frequency trading strategies using grammatical evolution P Gabrielsson, U Johansson, R König 2014 IEEE Conference on Computational Intelligence for Financial Engineering …, 2014 | 10 | 2014 |
Evolving hierarchical temporal memory-based trading models P Gabrielsson, R König, U Johansson Applications of Evolutionary Computation: 16th European Conference …, 2013 | 10 | 2013 |
Towards a unified view on concept description C Sönströd, U Johansson 2007 International Conference on Data Mining, DMIN, 2007 | 10 | 2007 |
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 | 9 | 2014 |