Applying Continuous Action Reinforcement Learning Automata(CARLA) to Global Training of Hidden Markov Models

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	Similar Articles Articles by Jahanshah Kabudian Articles by Mohammad Reza Meybodi Articles by Mohammad Mehdi Homayounpour

International Conference on Information Technology: Coding and Computing (ITCC'04) Volume 2

Las Vegas, Nevada

April 05-April 07

ISBN: 0-7695-2108-8

	ASCII Text	x
	Jahanshah Kabudian, Mohammad Reza Meybodi, Mohammad Mehdi Homayounpour, "Applying Continuous Action Reinforcement Learning Automata(CARLA) to Global Training of Hidden Markov Models," Information Technology: Coding and Computing, International Conference on, vol. 2, pp. 638, International Conference on Information Technology: Coding and Computing (ITCC'04) Volume 2, 2004.

	BibTex	x
	@article{ 10.1109/ITCC.2004.1286725, author = {Jahanshah Kabudian and Mohammad Reza Meybodi and Mohammad Mehdi Homayounpour}, title = {Applying Continuous Action Reinforcement Learning Automata(CARLA) to Global Training of Hidden Markov Models}, journal ={Information Technology: Coding and Computing, International Conference on}, volume = {2}, year = {2004}, isbn = {0-7695-2108-8}, pages = {638}, doi = {http://doi.ieeecomputersociety.org/10.1109/ITCC.2004.1286725}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Information Technology: Coding and Computing, International Conference on TI - Applying Continuous Action Reinforcement Learning Automata(CARLA) to Global Training of Hidden Markov Models SN - 0-7695-2108-8 SP EP A1 - Jahanshah Kabudian, A1 - Mohammad Reza Meybodi, A1 - Mohammad Mehdi Homayounpour, PY - 2004 KW - null VL - 2 JA - Information Technology: Coding and Computing, International Conference on ER -

Jahanshah Kabudian, AmirKabir University of Technology (Tehran PolyTechnic), Tehran, Iran

Mohammad Reza Meybodi, AmirKabir University of Technology (Tehran PolyTechnic), Tehran, Iran

Mohammad Mehdi Homayounpour, AmirKabir University of Technology (Tehran PolyTechnic), Tehran, Iran

DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/ITCC.2004.1286725

In this research, we have employed global search and global optimization techniques based on Simulated Annealing (SA) and Continuous Action Reinforcement Learning Automata (CARLA) for global training of Hidden Markov Models. The main goal of this paper is comparing CARLA method to other continuous global optimization methods like SA. Experimental results show that the CARLA outperforms SA. This is due to the fact that CARLA is a continuous global optimization method with memory and SA is a memoryless one.

Citation:

Jahanshah Kabudian, Mohammad Reza Meybodi, Mohammad Mehdi Homayounpour, "Applying Continuous Action Reinforcement Learning Automata(CARLA) to Global Training of Hidden Markov Models," itcc, vol. 2, pp.638, International Conference on Information Technology: Coding and Computing (ITCC'04) Volume 2, 2004

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