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Jan Kozak
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Ant colony decision trees–a new method for constructing decision trees based on ant colony optimization
U Boryczka, J Kozak
International Conference on Computational Collective Intelligence, 373-382, 2010
69*2010
Decision tree and ensemble learning based on ant colony optimization
J Kozak
Springer International Publishing, 2019
532019
Enhancing the effectiveness of ant colony decision tree algorithms by co-learning
U Boryczka, J Kozak
Applied Soft Computing 30, 166-178, 2015
352015
An adaptive discretization in the ACDT algorithm for continuous attributes
U Boryczka, J Kozak
Computational Collective Intelligence. Technologies and Applications: Third …, 2011
352011
Collective data mining in the ant colony decision tree approach
J Kozak, U Boryczka
Information Sciences 372, 126-147, 2016
332016
Rapid detection of fake news based on machine learning methods
B Probierz, P Stefański, J Kozak
Procedia Computer Science 192, 2893-2902, 2021
322021
Swarm intelligence goal-oriented approach to data-driven innovation in customer churn management
J Kozak, K Kania, P Juszczuk, M Mitręga
International Journal of Information Management 60, 102357, 2021
312021
New algorithms for generation decision trees—ant-miner and its modifications
U Boryczka, J Kozak
Foundations of Computational, IntelligenceVolume 6: Data Mining, 229-262, 2009
312009
Multiple boosting in the ant colony decision forest meta-classifier
J Kozak, U Boryczka
Knowledge-Based Systems 75, 141-151, 2015
292015
Using similarity measures in prediction of changes in financial market stream data—Experimental approach
P Juszczuk, J Kozak, K Kania
Data & Knowledge Engineering 125, 101782, 2020
132020
Dynamic version of the acdt/acdf algorithm for h-bond data set analysis
J Kozak, U Boryczka
Computational Collective Intelligence. Technologies and Applications: 5th …, 2013
132013
Heterogeneous ensembles of classifiers in predicting Bundesliga football results
J Kozak, S Głowania
Procedia Computer Science 192, 1573-1582, 2021
122021
An ant colony optimization algorithm for an automatic categorization of emails
U Boryczka, B Probierz, J Kozak
Computational Collective Intelligence. Technologies and Applications: 6th …, 2014
122014
Real-world data difficulty estimation with the use of entropy
P Juszczuk, J Kozak, G Dziczkowski, S Głowania, T Jach, B Probierz
Entropy 23 (12), 1621, 2021
112021
Permutation entropy as a measure of information gain/loss in the different symbolic descriptions of financial data
J Kozak, K Kania, P Juszczuk
Entropy 22 (3), 330, 2020
112020
Ant colony decision forest meta-ensemble
U Boryczka, J Kozak
Computational Collective Intelligence. Technologies and Applications: 4th …, 2012
112012
Decision Trees on the Foreign Exchange Market
P Juszczuk, J Kozak, K Trynda
Intelligent Decision Technologies 2016, 127-138, 2016
10*2016
On-the-go adaptability in the new ant colony decision forest approach
U Boryczka, J Kozak
Intelligent Information and Database Systems: 6th Asian Conference, ACIIDS …, 2014
102014
New insights of cooperation among ants in ant colony decision trees
U Boryczka, J Kozak
2011 Third World Congress on Nature and Biologically Inspired Computing, 255-260, 2011
102011
Automatic categorization of email into folders by ant colony decision tree and social networks
U Boryczka, B Probierz, J Kozak
Intelligent Decision Technologies 2016: Proceedings of the 8th KES …, 2016
92016
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