Partalas – Intelligent Systems Lab

Partalas

I. Partalas, G. Tsoumakas, I. Katakis, I. Vlahavas (2006) “Ensemble Pruning using Reinforcement Learning”, Proc. 4th Hellenic Conference on Artificial Intelligence (SETN-06), G. Antoniou, G. Potamias, D. Plexousakis, C. Spyropoulos (Ed.), Springer-Verlag, LNAI 3955, pp. 301-310, Heraklion, Crete, 18-20 May, 2006.

A. Fachantidis, I. Partalas, G. Tsoumakas, I. Vlahavas, “Transferring Task Models in Reinforcement Learning Agents”, Neurocomputing, Elsevier, 107, pp. 23-32, 2013.

I. Partalas, G. Tsoumakas, I. Vlahavas (2010) “An Ensemble Uncertainty Aware Measure for Directed Hill Climbing Ensemble Pruning”, Machine Learning 81(3), pp. 257-282.

I. Partalas, G. Tsoumakas, I. Vlahavas (2009) “Pruning an Ensemble of Classifiers via Reinforcement Learning”, Neurocomputing, Elsevier, 72(7-9), pp. 1900-1909.

I. Partalas, I. Feneris, I. Vlahavas, “A Hybrid Multiagent Reinforcement Learning Approach using Strategies and Fusion”, International Journal of Artificial Intelligence Tools (IJAIT), World Scientific, 17 (5), pp. 945-961, 2008.

I. Partalas, G. Tsoumakas, E. Hatzikos, I. Vlahavas (2008) “Greedy Regression Ensemble Selection: Theory and an Application to Water Quality”, Information Sciences, Elsevier, 178(20), pp. 3867-3879.

G. Tsoumakas, I. Partalas, I. Vlahavas (2009) “An Ensemble Pruning Primer”, Supervised and Unsupervised Methods and Their Applications to Ensemble Methods (SUEMA 2009), Oleg Okun and Giorgio Valentini (Eds.), Springer Verlag, Volume 245/2009, pp. 1-13, 2009.

I. Partalas, G. Tsoumakas, I. Vlahavas, “A Study on Greedy Algorithms for Ensemble Pruning”, Technical Report TR-LPIS-360-12, LPIS, Dept. of Informatics, Aristotle University of Thessaloniki, Greece, 2012.

G. Tsoumakas, I. Partalas, I. Vlahavas (2008) “A Taxonomy and Short Review of Ensemble Selection”, ECAI Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA-08), pp 41-46, July 2008, Patras, Greece.

I. Partalas, G. Paliouras, I. Vlahavas, “Reinforcement Learning with Classifier Selection for Focused Crawling”, 18th European Conference on Artificial Intelligence, IOS Press, pp. 759-760, 2008.

Address

School of Informatics
Aristotle University of Thessaloniki
54124 Thessaloniki, Greece

Contact

Prof. Ioannis P. Vlahavas
tel: ++30 231099-8145
fax: ++30 231099-8362
e-mail: vlahavas@csd.auth.gr

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