Abstract
This paper presents a generalization of Brain-State-in-a-Box models and evaluates their capabilities as categorization devices.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
J.A. Anderson, J.W. Silverstein, S.A. Ritz, and R.S. Jones, Distinctive features, categorical perception, and probability learning: some applications of a neural model. Psychological Review, (1977) 84: 413–451.
J.A. Anderson, Cognitive and psychological computation with neural models, IEEE Transactions on Systems, Man, and Cybernetics, (1983) SMC-13:799–815.
F. Botelho, Saturated Linear Recurrent Neural Networks with Maximum Capacity, IMA Preprint Series #1569, June 1998.
F. Botelho, A Characterization of BSB Network Models with a Maximum Number of Fixed Points, preprint, 1998.
R. Devaney, An Introduction to Chaotic Dynamical Systems, The Benjamin/Cummings Publishing Co. Inc., (1986).
R.M. Golden, A development neural model of word perception, Proceedings of the Seventh Annual Conference of Cognitive Science Society, Irvine, CA (1985).
R. Golden, The “Brain-State-in-a-Box” neural model is a gradient descent algorithm, Journal of Mathematical Psychology, (1986) 30:73–80.
H. Greenberg, Equilibria of the brain-state-in-a-box (BSB) neural model, Neural Networks, (1988) Vol. 1:323–324.
S. Grossberg, Studies of Mind and Brain, D. Reidel Publishing, Boston, MA, 1982.
S. Haykin, Neural Networks: A comprehensive foundation, Prentice Hall (2nd Edition), 1999.
S. Hui and S. Zak, Dynamical analysis of the brain-state-in-a-box (BSB) neural models, IEEE Transactions on Neural Networks, (1992) vol. 3 (1):86–94.
W.E. Lillo, D.C. Miller, S. Hui, and S. Zak, Synthesis of brain-state-in-a-box (BSB) based associated memories, IEEE transactions on Neural Networks, (1994) vol. 5:730–737.
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 1999 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Botelho, F. (1999). Stability properties of BSB models. In: Mira, J., Sánchez-Andrés, J.V. (eds) Foundations and Tools for Neural Modeling. IWANN 1999. Lecture Notes in Computer Science, vol 1606. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0098185
Download citation
DOI: https://doi.org/10.1007/BFb0098185
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-66069-9
Online ISBN: 978-3-540-48771-5
eBook Packages: Springer Book Archive