Matej Makula - publications

List of my publications

• Makula M. and Benuskova L. (2009) Interactive visualisation of oligomer frequency in DNA. In: Computing and Informatics (in press)
• Cernansky M. and Makula M. and Benuskova L. (2008) Improving the state space organization of untrained recurrent networks. In Proceedings of the INNS-NNN Symposia, 2008, in press.
• Makula M. and Benuskova L. (2008) Analysis and visualisation of the dynamics of recurrent neural networks for symbolic sequences processing. In Lecture Notes in Computer Science, Proceedings of the ICANN 2008, Part II, pp. 557-586. Springer Verlag, 2008.
• Cernansky M. and Makula M. (2008) Spracovanie lingvistických postupností pomocou ESN sietí. In Proc. Kognice a umělý život VIII, pp. 81-86. (In Slovak).
• Cernansky M. and Makula M. and Trebatický P. and Lacko P. (2007) Text correction using approaches based on Markovian architectural bias. In EANN 2007 Proc of the 10th Int. Conf. on Engineering Applications of Neural Networks, s. 221-228, 2007.
• Cernansky M. and Makula M. (2007) Spracovanie postupností symbolov pomocou ESN sietí. In Proc. Kognice a umělý život VII, pp. 93-98. (In Slovak).
• Cernansky M. and Makula M. and Benuskova L. (2007) Organization of the state space of a simple recurrent network before and after training on recursive linguistic structures. In: Neural Networks 20 (2), pp. 236-244.
• Makula M. (2006) Dynamický rezervoár Echo state neurónových sietí In Proc. Kognice a umělý život VI. J. Kelemen, V. Kvasnička (Eds.), ISBN 80-7248-355-2, Opava, máj 2006, pp. 273-281. (in Slovak)
• Cernansky M. and Makula M. (2005) Feed-forward Echo State Networks. In: IJCCNN 2005, International Joint Conference on Neural Networks 2005, Montreal, July 2005, CD, 4 p. IEEE Computer Society.
• Kriska J. and Makula M.: (2005) Neuroevolution of Augmenting Topologies. In: Cognition and Artificial Life V. vol. 2. J. Kelemen, V. Kvasnička, J. Pospíchal (Eds.). Smolenice, May 2005, Opava, Silesian University Press, pp. 637-650. (in Slovak)
• Makula M. and Cernansky M. (2004) Evaluation of neural network performance based on entropy. In Proc. of International Conference and Competition of students' scientific works STUDENT EEICT 2004, ISBN 80-227-2057-7, Bratislava, 2004, pp. 172-175.
• Makula M. and Cernansky M. (2004) Neurónové siete založené na echo stavoch. In Proc. of Kognice a umělý život IV. J. Kelemen, V. Kvasnička (Eds.), ISBN 80-7248-232-7, Opava, máj 2004, pp. 117-127.
• Cernansky M. and Makula M. (2004) Pamäť v náhodne inicializovaných rekurentných neurónových sieťach. In Proc. of Kognice a umělý život IV. J. Kelemen, V. Kvasnička (Eds.), ISBN 80-7248-232-7, Opava, máj 2004, pp. 363-371.
• Makula M. and Cernansky M. and Benuskova L. (2004) Approaches based on Markovian architectural bias in recurrent neural networks. In: SOFSEM 2004: Theory and Practice of Computer Science. Lecture Notes in Computer Science, Vol. 2932 / 2003. Springer-Verlag. Heidelberg, 2004, pp. 257 - 264.
• Cernansky M., Makula M. and Benuskova L. (2004) Processing symbolic sequences by recurrent neural networks trained by Kalman filter based algorithms. In: SOFSEM 2004: Theory and Practice of Computer Science. Vol. II. Matfyzpress. Praha, 2004, pp. 58 - 65.
• Makula M. and Cernansky M. (2003) Echo state networks - wobbling trick. In: Proc. of the 6th Conference on Electrical Engineering and Information Technology for PhD students ElITech ’03, Bratislava.
• Cernansky M. and Makula M. (2003) Extended Kalman filter aproximation for training long short-term memory networks. In: Proc. of the 6th Conference on Electrical Engineering and Information Technology for PhD students ElITech ’03, Bratislava.
• Makula M., Benuskova L.: Analysis of state space of RNNs trained on chaotic symbolic sequence. In: Neural Network World 13(3), pp. 267-276.
• Makula M.: Visualization and analysis of the dynamics of recurrent neural networks for symbolic sequences processing. In: ELITECH 2002, pp. 103-105.

• M. Bieliková, R. Filkorn and Makula M.: Softvérová podpora manažmentu záverecných projektov. In Proc. of Technologie pro e-vzdelávání. B. Mannová, P. Šaloun (Eds.), ISBN 80-01-02761-9, 10. júna 2003, Praha, pp. 22-29.
• I. Kapustik, M. Kucbel, Makula M., R. Mateffy, P. Návrat: Simulácia robotických agentov. In: MECHATRONIKA 2000, Ed.: Vlnka, J., Kočovce, 2000, pp. 49-52.

Faculty of Informatics and Information Technologies, Slovak University of Technology
Ilkovičova 3, 842 16 Bratislava, Slovakia, D-209, (+421 2) 602 91 / 219,