Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 30123
Hidden Markov Model for the Simulation Study of Neural States and Intentionality

Authors: R. B. Mishra

Abstract:

Hidden Markov Model (HMM) has been used in prediction and determination of states that generate different neural activations as well as mental working conditions. This paper addresses two applications of HMM; one to determine the optimal sequence of states for two neural states: Active (AC) and Inactive (IA) for the three emission (observations) which are for No Working (NW), Waiting (WT) and Working (W) conditions of human beings. Another is for the determination of optimal sequence of intentionality i.e. Believe (B), Desire (D), and Intention (I) as the states and three observational sequences: NW, WT and W. The computational results are encouraging and useful.

Keywords: BDI, HMM, neural activation, optimal states, working conditions.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1125965

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 538

References:


[1] Kim Jaegwan, “Philosophy of Mind”, 3rd Edition, West view Press, 2011.
[2] R. J. Searle, Mind, A brief Introduction to Mind, Oxford University Press Inc., 2004.
[3] R S Rao M. P. Georgeff, “Modeling rational agents in BDI framework” KR, 1991, pp. 473-484.
[4] F. Gerhard, J. Schirmann, J. Rooper, G. Schneider, BMC neuroscience, vol. 10 (Supple1), 2009, pp. 235.
[5] Dennial Dennett, “The Intentional Stance: In Brain Storming Philosophical Essays on Mind and Psychology”. Bradford Books, 1978
[6] Searle, R. John, Mind: A brief introduction, Oxford University Press, 2004.
[7] Wooldridge, M. Jennings, N. R, “Intelligent agents: Theory and practice”, The Knowledge Engineering Review, vol. 10(2), 1995, pp. 115-152
[8] H. J. Levesque, “Intention is choice with Commitment”, Artificial Intelligence, vol. 42, 1990, pp. 213-226.
[9] J. Blee, D. Billington, G. Governaton. and A. Sattar, “Levels of Modality for BDI Logic”, Journal of Applied Logic, vol. 9, 2011, pp. 250-273.
[10] Sandeep Kumar and R.B. Mishra, “Cognitive based service selection in semantic web service composition”, INFOCOMP: Int. Jl. of Computer Science, vol. 7, Issue 3, 2008, pp. 35-42.