Jacek Mańdziuk
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Jacek Mańdziuk,
a Polish computer scientist, mathematician, and full professor at Faculty of Mathematics and Information Science, Warsaw University of Technology including multiple visiting positions, f.i. at University of Alberta working with Jonathan Schaeffer et al. . He holds a Ph. D. in Applied mathematics, Faculty of Applied Physics and Mathematics, Institute of Mathematics, Warsaw University of Technology, 1993 [2], and a Habilitation in Computer science, Systems Research Institute, Polish Academy of Sciences, Warsaw, 2000. His research interests include the application of computational intelligence (CI) methods to game playing, neural networks, bioinformatics, financial modeling, time series prediction and development of constructive learning methods for artificial agents.
Selected Publications
1992 ...
- Jacek Mańdziuk, Bohdan Macukow (1992). A Neural Network designed to solve the N-Queens Problem. Biological Cybernetics, Vol. 66 No. 4, pdf
- Jacek Mańdziuk, Bohdan Macukow (1993). A Neural Network performing Boolean Logic Operations. Optical Memory and Neural Networks, Vol. 2, No. 1, pdf
- Jacek Mańdziuk (1995). Solving the N-Queens Problem with a Binary Hopfield-type Network. Synchronous and asynchronous model. Biological Cybernetics, Vol. 72, No. 5, pdf [5]
2000 ...
- Jacek Mańdziuk (2002). Neural Networks for the N-Queens Problem: a Review. Control and Cybernetics, Vol. 31, No. 2, pdf
- Jacek Mańdziuk, Daniel Osman (2004). Alpha-Beta Search Enhancements with a Real-Value Game-State Evaluation Function. ICGA Journal, Vol. 27, No. 1, pdf
- Daniel Osman, Jacek Mańdziuk (2004). Comparison of TDLeaf and TD learning in Game Playing Domain. 11. ICONIP, pdf
- Jacek Mańdziuk, Daniel Osman (2004). Temporal Difference Approach to Playing Give-Away Checkers. ICAISC 2004, pdf
- Magdalena Kusiak, Karol Walędzik, Jacek Mańdziuk (2005). Evolution of Heuristics for Give-away Checkers. 15. ICANN, pdf [6]
- Daniel Osman, Jacek Mańdziuk (2005). TD-GAC: Machine Learning Experiment with Give-Away Checkers. in M. Dramiński et al. (Eds.) Issues in Intelligent Systems. Models and Techniques, 131-145, ISBN 83-87674-91-5, pdf
- Magdalena Kusiak, Karol Walędzik, Jacek Mańdziuk (2007). Evolutionary Approach to the Game of Checkers. 8. ICANNGA, pdf
- Włodzisław Duch, Jacek Mańdziuk (eds.) (2007). Challenges for Computational Intelligence. Studies in Computational Intelligence, Vol. 63, Springer
2010 ...
- Jacek Mańdziuk (2010). Knowledge-Free and Learning-Based Methods in Intelligent Game Playing. Studies in Computational Intelligence, Vol. 276, Springer
- Karol Walędzik, Jacek Mańdziuk (2010). CI in General Game Playing - to date Achievements and Perspectives. 10. ICAISC, pdf
- Karol Walędzik, Jacek Mańdziuk (2010). The Layered Learning method and its Application to Generation of Evaluation Functions for the Game of Checkers. 11. PPSN, pdf
- Jacek Mańdziuk (2011). Towards Cognitively Plausible Game Playing Systems. IEEE Computational Intelligence Magazine, Vol. 6, No. 2, pdf
- Jacek Mańdziuk, Maciej Świechowski (2012). Generic Heuristic Approach to General Game Playing. 38. SOFSEM, pdf
- Karol Walędzik, Jacek Mańdziuk (2014). An Automatically Generated Evaluation Function in General Game Playing. IEEE Transactions on Computational Intelligence and AI in Games, Vol. 6, No. 3
- Maciej Świechowski, Jacek Mańdziuk (2014). Self-Adaptation of Playing Strategies in General Game Playing. IEEE Transactions on Computational Intelligence and AI in Games, Vol. 6, No. 4
- Maciej Świechowski, Jacek Mańdziuk (2016). A Hybrid Approach to Parallelization of Monte Carlo Tree Search in General Game Playing. Challenging Problems and Solutions in Intelligent Systems, Springer
- Jacek Mańdziuk (2018). MCTS/UCT in Solving Real-Life Problems. Advances in Data Analysis with Computational Intelligence Methods, Springer
- Karol Walędzik, Jacek Mańdziuk (2018). Applying Hybrid Monte Carlo Tree Search Methods to Risk-Aware Project Scheduling Problem. Information Sciences, Vol. 460
