Learning classification in the olfactory system of insects

Neural Computation

Volumn 16, Issue 8, 2004, Pages 1601-1640

  Huerta, Ramón ^a,b   Nowotny, Thomas ^a   García Sanchez, Marta ^a,b   Abarbanel, H D I ^a,c   Rabinovich, M I ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNIVERSIDAD AUTÓNOMA DE MADRID   (Spain)

^c UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ANIMAL; ARTICLE; BIOLOGICAL MODEL; CLASSIFICATION; CONDITIONING; CYTOLOGY; INSECT; MUSHROOM BODY; NERVE CELL; NONLINEAR SYSTEM; OLFACTORY SYSTEM; PHYSIOLOGY; STATISTICAL MODEL;

ANIMALS; CONDITIONING (PSYCHOLOGY); INSECTS; LINEAR MODELS; MODELS, NEUROLOGICAL; MUSHROOM BODIES; NEURONS; NONLINEAR DYNAMICS; OLFACTORY PATHWAYS;

EID: 3042616557     PISSN: 08997667     EISSN: None     Source Type: Journal    
DOI: 10.1162/089976604774201613     Document Type: Article

References (56)

1. Amari, S. (1989). Characteristics of sparsely encoded associative memory. Neural Networks, 2, 451-457.
2. Buhmann, J. (1989). Oscillations and low firing rates in associative memory neural networks. Phys. Rev. A, 40(7), 4145-4148.
3. Caticha, C., Palo Tejada, J. E., Lancet, D., & Domany, E. (2002). Computational capacity of an odorant discriminator: The linear separability of curves. Neural Comput., 14, 2201-2220.
4. Connolly, J. B., Roberts, I. J., Armstrong, J. D., Kaiser, K., Forte, M., Tully, T., & O'Kane, C. J. (1996). Associative learning disrupted by impaired Gs signaling in Drosophila mushroom bodies. Science, 274(5295), 2104-2107.
5. Cortes, C,. & Vapnik, V. (1995). Support vector networks. Machine Learning, 20, 273-297.
6. Cover, T. (1965). Geometric and statistical properties of systems of linear inequalities with applications in pattern recognition. IEEE T Elect. Comput., 14, 326.
7. de Belle, J. S., & Heisenberg, M. (1994). Associative odor learning in Drosophila abolished by chemical ablation of mushroom bodies. Science, 263, 692-695.
8. Distler, P. G., Bausenwein, B., & Boeckh, J. (1998). Localization of odor-induced neuronal activity in the antennal lobes of the blowfly Calliphora vicina, a [3H] 2-deoxyglucose labeling study. Brain Res., 805, 263-266.
9. Dubnau, J., Chiang, A. S., & Tully, T. (2003). Neural substrates of memory: From synapse to system. J. Neurobiol., 54(1), 238-253.
10. Dubnau, J., Grady, L., Kitamoto, T., & Tully, T. (2001). Disruption of neurotransmission in Drosophila mushroom body blocks retrieval but not acquisition of memory. Nature, 411(N6836), 476-480.
11. Finelli, L. A., Haney, S., Bazhenov, M., Stopfer, M., Sejnowski, T. J., & Laurent, G. (2004). Effects of a synaptic learning rule on the sparseness of odor representations in a model of the locust olfactory system. Unpublished manuscript, Salk Institute, San Diego, CA.
12. Friedrich, R,. & Laurent, G. (2001). Dynamical optimization of odor representations in the olfactory bulb by slow temporal patterning of mitral cell activity. Science, 291, 889-894.
13. Frolov, A. A. & Murav'ev, I. P. (1993). Informational characteristics of neural networks capable of associative learning based on Hebbian plasticity. Network, 4, 495-536.
14. Galizia, C. G., Joerges, J., Kuettner, A., Faber, T., & Menzel, R. (1997). A semi-invivo preparation for optical recording of the insect brain. J. Neurosci. Meth., 76, 61-69.
15. Galizia, C. G., Nagler, K., Holldobler, B., & Menzel, R. (1998). Odor coding is bilaterally symmetrical in the antennal lobes of honeybees (Apis mellifera). Eur. J. Neurosci., 10, 2964-2974.
16. Galizia, C. G., Sachse, S., Rappert, A., & Menzel, R. (1999). The glomerular code for odor representation is species specific in the honeybee Apis mellifera R. Nature Neurosci., 2, 473-478.
17. Gao, Q., Yuan, B., & Chess, A. (2000). Convergent projections of Drosophila olfactory neurons to specific glomeruli in the antennal lobe. Nat. Neurosci., 3(8),780-785.
18. Garcia-Sanchez, M., & Huerta, R. (2003). Design parameters of the fan-out phase of sensory systems. J. Comput. Neurosci., 15, 5-17.
19. Hamming, R. W. (1950). Error detecting and error correcting codes. Bell System Technical Journal, 26(2), 147-160.
20. Hebb, D. (1949). The organization of behavior. New York: Wiley.
21. Heisenberg, M. (2003). Mushroom body memoir, from maps to models. Nature Rev. Neurosci. 4, 266-275.
22. Heisenberg, M., Borst, A., Wagner, S., and Byers, D. (1985). Drosophila mushroom body mutants are deficient in olfactory learning. J. Neurogenet., 2, 1-30.
23. Hendin, O., Horn, D., & Hopfield, J. J. (1994). Decomposition of a mixture of signals in a model of the olfactory bulb. P. Natl. Acad. Sci. USA, 91(13), 5942-5946.
24. Hendin, O., Horn, D., & Tsodyks, M. V. (1998). Associative memory and segmentation in an oscillatory neural model of the olfactory bulb. J. Comput. Neurosci., 5(2), 157-169.
25. Hosler, J. S., Buxton, K. L., & Smith, B. H.(2000). Impairment of olfactory discrimination by blockade of GABA and nitric oxide activity in the honey bee antennal lobes. Behav. Neurosci., 114(3), 514-525.
26. Joerges, J., Kuettner, A., Galizia, C. G., & Menzel, R. (1997). Representations of odors and odor mixtures visualized in the honeybee brain. Nature, 387, 285-288.
27. Laurent, G. (2002). Olfactory network dynamics and the coding of multidimensional signals. Nature Rev. Neurosci., 3, 884-895.
28. Laurent, G., Stopfer, M., Friedrich, R. W., Rabinovich, M. I., Volkovskii, A., & Abarbanel, H. D. I. (2001). Odor encoding as an active, dynamical process, Experiments, computation, and theory. Annual Rev. Neurosci., 24, 263-297.
29. Li, Z., & Hertz, J. (2000). Odour recognition and segmentation by a model olfactory bulb and cortex. Network Comput. Neural Syst., 11, 83-102.
30. Linster, C., & Cleland, T. A. (2001). How spike synchronization among olfactory neurons can contribute to sensory discrimination. J. Comput. Neurosci., 10(2), 187-193.
31. Marr, D. (1969). A theory of cerebellar cortex. J. Physiol., 202, 437-470.
32. McCulloch, W. S., & Pitts, W. (1943). A logical calculus of ideas immanent in nervous activity. Bulletin of Mathematical Biophysics, 5, 115-133.
33. McGuire, S. E., Le, P. T., & Davis, R. L. (2001). The role of Drosophila mushroom body signaling in olfactory memory. Science, 293(5533), 1330-1333.
34. Menzel, R. (2001). Searching for the memory trace in a mini-brain, the honeybee. Learn. Mem., 8(2), 53-62.
35. Nadal, J. P. (1991). Associative memory, on the (puzzling) sparse coding limit. J. Phys. A, 24, 1093-1101.
36. Nadal, J. P., & Tolouse, G. (1990). Information storage in sparsely coded memory nets. Network, 1, 61-74.
37. Ng, M., Roorda, R. D., Lima, S. Q., Zemelman, B. V., Morcillo, P., & Miesenbock, G. (2002). Transmission of olfactory information between three populations of neurons in the antennal lobe of the fly. Neuron, 36(3), 463-474.
38. Nowotny, T., & Huerta, R. (2003). Explaining synchrony in feed-forward networks: Are McCulloch-Pitts neurons good enough? Biol. Cyber., 89(4), 237-241.
39. O'Reilly, R. C. (2001). Generalization in interactive networks: The benefits of inhibitory competition and Hebbian learning. Neural Comput., 13, 1199-1241
40. O'Reilly, R. C., & McClelland, J. L. (1994). Hippocampal conjunctive encoding, storage, and recall, avoiding a trade-off. Hippocampus, 4(6), 661-682.
41. Palm, G. (1980). On associative memory. Biol. Cyber., 36, 59-71.
42. Pascual, A., & Preat, T. (2001). Localization of long-term memory within the Drosophila mushroom body. Science, 294(5544), 1115-1117.
43. Perez-Orive, J., Mazor, O., Turner, G. C., Cassenaer, S., Wilson, R. I., & Laurent, G. (2002). Oscillations and the sparsening of odor representations in the mushroom body. Science, 297, 359-365
44. Perez Vicente, C. J., & Amit, D. J. (1989). Optimised network for sparsely coded patterns. J. Phys. A, 22(5), 559-569.
45. Rodrigues, V. (1988). Spatial coding of olfactory information in the antennal lobe of Drosophila melanogaster. Brain Res., 453, 299-307.
46. Scott, K., Brady, R. Jr., Cravchik, A., Morozov, P., Rzhetsky, A., Zuker, C., & Axel, R. (2001). A chemosensory gene family encoding candidate gustatory and olfactory receptors in Drosophila. Cell, 104(5), 661-673.
47. Stopfer, M., Bhagavan, S., Smith, B. H., & Laurent, G. (1997). Impaired odour discrimination on desynchronization of odour-encoding neural assemblies. Nature, 390(6655), 70-74.
48. Stopfer, M., Jayaraman, V., & Laurent, G. (2003). Intensity versus identity coding in an olfactory system. Neuron, 39(6), 991-1004.
49. Torbjorn, G. (2001). GNUMP: The GNU multiple precision arithmetic library, version. 4.0.1. Available on-line at: http://www.swox.com/gmp/.
50. Tsodyks, M. V., & Feigel'man, M. V. (1988). The enhanced storage capacity in neural networks with low activity level. Europhys. Lett., 6, 101-105.
51. Vosshall, L. B., Wong, A. M., & Axel, R. (2000). An olfactory sensory map in the fly brain. Cell, 102(2), 147-159.
52. Wang, Y., Wright, J. D., Guo, H.-F., Zuoping, X., Svoboda, K., Malinow, R., Smith, D. P., & Zhong, Y. (2001). Genetic manipulation of the odor-evoked distributed neural activity in the Drosophila mushroom body. Neuron, 29, 267-276.
53. Wang, J. W., Wong, A. M., Flores, J., Vosshall, L. B., & Axel, R. (2003). Two-photon calcium imaging reveals an odor-evoked map of activity in the fly brain. Cell, 112, 271-282.
54. Willshaw, D., Buneman, O. P., & Longuet-Higgins, H. C. (1969). Nonholographic associative memory. Nature, 222, 960.
55. White, J., Dickinson, T. A., Walt, D. R., & Kauer, J. S. (1998). An olfactory neuronal network for vapor recognition in an artificial nose. Biol Cyber., 78, 245-251.
56. Zars, T., Fischer, M., Schulz, R., & Heisenberg, M. (2000). Localization of a short-term memory in Drosophila. Science, 288, 672-675.