Latent Attractor Selection for Variable Length Episodic Context Stimuli with Distractors

Proceedings of the International Joint Conference on Neural Networks

Volumn 3, Issue , 2003, Pages 1643-1648

  Doboli, Simona ^a   Minai, Ali A ^b  

^a HOFSTRA UNIVERSITY   (United States)

^b University of Cincinnati   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN; COGNITIVE SYSTEMS; COMPUTER SIMULATION;

LATENT ATTRACTOR NETWORKS;

RECURRENT NEURAL NETWORKS;

EID: 0141705651     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (23)

1. Y. Bengio, P. Simard, and P. Frasconi, "Learning long-term dependencies with gradient descent is difficult," IEEE Trans. on Neural Networks, vol. Vol. 5, No. 2, pp. 157-166, 1994.
2. G. Bradski, G.A. Carpenter and S. Grossberg. STORE working memory networks for storage ad recall of arbitrary temporal sequences. Biological Cybernetics 71:469-480, 1994.
3. S. Doboli, A.A. Minai and P.J. Best. Generating smooth context-dependent representations. Proc. of IJCNN'1999, 1999.
4. S. Doboli, A.A. Minai, and P.J. Best. A latent attractors model of context-selection in the dentate gyrus-hilus system. Neurocomputing 26-27:671-676, 1999.
5. S. Doboli, A.A. Minai and P.J. Best. Latent attractors: a model for context-dependence place representations in the hippocampus. Neural Computation 12:1009-1043, 2000.
6. S. Doboli and A.A. Minai. Network capacity for network attractor computation. Proc. IJCNN'2000 222-228, 2000.
7. S. Doboli, A.A. Minai, and P.J. Best, A comparison of context-dependent hippocampal place codes in 1-layer and 2-layer recurrent networks, Neurocomputing, 3-33:353-358, 2000.
8. S. Doboli, A.A. Minai, Progressive attractor selection in latent attractor networks, Proc. IJCNN'2001, Washington, USA, 2001.
9. S. Doboli, A.A. Minai, Latent attractor selection in the presence of irrelevant stimuli, Proc. IJCNN'2002, Hawaii, USA, 2002.
10. D.R.C. Dominguez. Information capacity of a hierarchical neural network. Phys. Rev. E 58:4811-4815, 1998.
11. V.S. Dotsenko. Hierarchical model of memory. Physica A, 410-415, 1986.
12. J.L. Elman, "Finding structure in time," Cognitive Science., vol. 14, pp. 179-211, 1990.
13. P. Frasconi and M. Gori, "Computational capabilities of local-feedback recurrent networks acting as finite-state machines," IEEE Trans. on Neural Networks, vol. Vol. 7, No. 6, pp. 1521-1525, 1996.
14. C.L. Giles, C.B. Miller, D. Chen, H.H. Chen, G.Z. Sun, and Y.C. Lee, "Learning and extracting finite state automata with second-order recurrent neural networks," Neural Computation, vol. 4, pp. 393-405, 1992.
15. S. Grossberg and C. W. Myers. The resonant dynamics of speech perception: Interword integration and duration-dependent backward effects. Psychological Review, 2000.
16. Z.-S. Han, E.H. Buhl, Z. Lörinczi, and P. Somogyi, A high degree of spatial selectivity in the axonal and dendritic domains of physiologically identified local-circuit neurons in the dentate gyrus of the rat hippocampus. Eur. J. Neurosci. 5, 395-410, 1993.
17. M.E. Hasselmo, E. Schnell, and E. Barkai. Dynamics of learning and recall at excitatory recurrent synapses and cholinergic modulation in hippocampal region CA3. J. Neurosci., 15:5249-5262, 1995.
18. M.B. Jackson and H.E. Scharfman, Positive feedback from hilar mossy cells to granule cells in the dentate gyrus revealed by voltage-sensitive dye and microelectrode recording. J. Neurophysiol. 76, 601-616, 1996.
19. A.A. Minai and P.J. Best. Encoding spatial context: A hypothesis on the function of the dentate gyrus-hilus system. Proc. of IJCNN'1998 587-598, 1998.
20. E.I. Moser. Altered inhibition of granule cells during spatial learning in an exploration task. J. Neurosci. 16:1247-1259, 1996.
21. Quirk, G.J. and Muller, R.U. and Kubie, J.L. The firing of hippocampal place cells in the dark depends on the rat's recent experience J. Neurosci. 10:2008-2017, 1990.
22. Rotenberg, A. and Muller, R.U. Variable place-cell coupling to a continuously viewed stimulus: Evidence that the hippocampus acts as a perceptual system Phil. Trans. R. Soc. Land. B, 352:1505-1513, 1997.
23. D. Willshaw, O.P. Buneman and H.C. Longuet-Higgins. Non-holographic associative memory. Nature 222:960-962, 1969.