A two-stage unsupervised learning algorithm reproduces multisensory enhancement in a neural network model of the corticotectal system

Journal of Neuroscience

Volumn 23, Issue 17, 2003, Pages 6713-6727

  Anastasio, Thomas J ^a,b   Patton, Paul E ^b  

^a UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

^b UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

Author keywords

Anti Hebbian learning; Corticotectal system; Hebbian learning; Multisensory integration; Neural network model; Self organization; Superior colliculus; Unsupervised learning

Indexed keywords

ALGORITHM; ANIMAL CELL; ANIMAL EXPERIMENT; ANIMAL MODEL; ARTICLE; CELL SURVIVAL; CONTROLLED STUDY; LEARNING; NERVE CELL NETWORK; NONHUMAN; PARIETAL LOBE; PRETECTUM; PRIORITY JOURNAL; REPRODUCIBILITY; SENSORY NERVE CELL; SENSORY STIMULATION; STIMULUS RESPONSE; SUPERIOR COLLICULUS; TARGET CELL; TASK PERFORMANCE;

EID: 0042133383     PISSN: 02706474     EISSN: None     Source Type: Journal    
DOI: 10.1523/jneurosci.23-17-06713.2003     Document Type: Article

References (63)

1. Anastasio TJ, Patton PE, Belkacem-Boussaid K (2000) Using Bayes' rule to model multisensory enhancement in the superior colliculus. Neural Comput 12:997-1019.
2. Anwyl R (1999) Metabotrophic glutamate receptors: electrophysiological properties and role in plasticity. Brain Res Rev 29:83-120.
3. Appelbaum D (1996) Probability and information: an integrated approach, Chap 5.7, pp 81-84. Cambridge, UK: Cambridge UP.
4. Binns KE (1999) The synaptic pharmacology underlying sensory processing in the superior colliculus. Prog Neurobiol 59:129-159.
5. Binns KE, Salt TE (1996) Importance of NMDA receptors for multimodal integration in the deep layers of the cat superior colliculus. J Neurophysiol 75:920-930.
6. Bishop CM (1995) Neural networks for pattern recognition. Oxford: Clarendon.
7. Clemo HR, Stein BE (1986) Effects of cooling somatosensory cortex on response properties of tactile cells in the superior colliculus. J Neurophysiol 55:1352-1368.
8. Cline HT (1998) Topographic maps: developing roles for synaptic plasticity. Curr Biol 8:R836-R839.
9. Cover TM, Thomas JA (1991) Elements of information theory, Chap 2, pp 12-49. New York: Wiley.
10. Flanagan JG, Vanderhaeghen P (1998) The ephrins and EPH receptors in neural development. Annu Rev Neurosci 21:309-345.
11. Harting J, Feig S, Van Lieshout D (1997) Cortical somatosensory and trigeminal inputs to the cat superior colliculus: light and electron microscopic analyses. J Comp Neurol 388:313-326.
12. Haykin S (1999) Neural networks: a comprehensive foundation, Chap 9, Ed 2, pp 443-483. Upper Saddle River, NJ: Prentice-Hall.
13. Hikosaka O, Wurtz RH (1983) Visual and oculomotor functions of monkey substantia nigra pars reticulata. IV. Relation of substantia nigra to superior colliculus. J Neurophysiol 49:1285-1301.
14. Hikosaka O, Wurtz RH (1985a) Modification of saccadic eye movements by GABA-related substances. I. Effect of muscimol and bicuculline in monkey superior colliculus. J Neurophysiol 53:266-291.
15. Hikosaka O, Wurtz RH (1985b) Modification of saccadic eye movements by GABA-related substances. II. Effects of muscimol in monkey substantia nigra pars reticulata. J Neurophysiol 53:292-308.
16. Hoel PG, Port SC, Stone CJ (1971) Introduction to probability theory, Chap 3.4.2, pp 69-70. Boston: Houghton Mifflin.
17. Jiang W, Wallace MT, Jiang H, Vaughan JW, Stein BE (2001) Two cortical areas mediate multisensory integration in superior colliculus neurons. J Neurophysiol 85:506-522.
18. Jiang W, Jiang H, Stein BE (2002) Two corticotectal areas facilitate multisensory orientation behavior. J Cogn Neurosci 14:1240-1255.
19. Kadunce DC, Vaughan JW, Wallace MT, Stein BE (2001) The influence of visual and auditory receptive field organization on multisensory integration in the superior colliculus. Exp Brain Res 139:303-310.
20. Katz LC, Shatz CJ (1996) Synaptic activity and the construction of cortical circuits. Science 274:1133-1138.
21. King AJ, Palmer AR (1985) Integration of visual and auditory information in bimodal neurones in guinea-pig superior colliculus. Exp Brain Res 60:492-500.
22. Kohonen T (1982) Self-organized formation of topologically correct feature maps. Biol Cybern 44:59-69.
23. Kohonen T (1988) Self organization and associative memory, Ed 2. Berlin: Springer-Verlag.
24. Lichtman JW, Burden SJ, Culican SM, Wong ROL (1999) Synapse formation and elimination. In: Fundamental neuroscience (Zigmond MJ, Bloom FE, Landis SC, Roberts JL, Squire LR, eds), pp 547-580. San Diego: Academic.
25. Linden DJ (1995) Long-term synaptic depression. Annu Rev Neurosci 18:319-357.
26. Linsker R (1988a) Self-organization in a perceptual network. Computer 21:105-117.
27. Linsker R (1988b) Towards an organizing principle for a layered perceptual network. In: Neural information processing systems (Anderson DZ, ed), pp 485-494. New York: American Institute of Physics.
28. McIlwain JT (1982) Lateral spread of neural excitation during microstimulation in intermediate gray layer of cat's superior colliculus. J Neurophysiol 47:167-178.
29. Meredith MA, Clemo HR (1989) Auditory cortical projection from the anterior ectosylvian sulcus (field AES) to the superior colliculus in the cat: an anatomical and electrophysiological study. J Comp Neurol 289:687-707.
30. Meredith MA, Ramoa AS (1998) Intrinsic circuitry of the superior colliculus: pharmacophysiological identification of horizontally oriented inhibitory interneurons. J Neurophysiol 79:1593-1602.
31. Meredith MA, Stein BE (1986a) Visual, auditory, and somatosensory convergence on cells in superior colliculus results in multisensory integration. J Neurophysiol 56:640-662.
32. Meredith MA, Stein BE (1986b) Spatial factors determine the activity of multisensory neurons in cat superior colliculus. Brain Res 365:350-354.
33. Meredith MA, Stein BE (1990) The visuotopic component of the multisensory map in the deep laminae of the cat superior colliculus. J Neurosci 10:3727-3742.
34. Meredith MA, Stein BE (1996) Spatial determinants of multisensory integration in cat superior colliculus neurons. J Neurophysiol 75:1843-1857.
35. Meredith MA, Clemo HR, Stein BE (1991) Somatotopic component of the multisensory map in the deep laminae of the cat superior colliculus. J Comp Neurol 312:353-370.
36. Middlebrooks JC, Knudsen EI (1984) A neural code for auditory space in the cat's superior colliculus. J Neurosci 4:2621-2634.
37. Mize RR (1992) The organization of GABAergic neurons in the mammalian superior colliculus. Prog Brain Res 90:219-248.
38. Mucke L, Norita M, Benedek G, Creutzfeldt O (1982) Physiologic and anatomic investigation of a visual cortical area situated in the ventral bank of the anterior ectosylvian sulcus of the cat. Exp Brain Res 46:1-11.
39. Munoz DP, Istvan PJ (1998) Lateral inhibitory interactions in the intermediate layers of the monkey superior colliculus. J Neurophysiol 79:1193-1209.
40. Munoz DP, Wurtz RH (1995) Saccade-related activity in monkey superior colliculus. I. Characteristics of burst and buildup cells. J Neurophysiol 73:2313-2333.
41. Patton P, Anastasio T (2003) Modeling cross-modal enhancement and modality-specific suppression in multisensory neurons. Neural Comput 15:783-810.
42. Patton P, Belkacem-Boussaid K, Anastasio T (2002) Multimodality in the superior colliculus: an information theoretic analysis. Brain Res Cogn Brain Res 14:10-19.
43. Populin LC, Yin TCT (2002) Bimodal interactions in the superior colliculus of the behaving cat. J Neurosci 22:2826-2834.
44. Robinson DA (1972) Eye movements evoked by collicular stimulation in the alert monkey. Vision Res 12:1795-1808.
45. Sparks DL, Hartwich-Young R (1989) The deep layers of the superior colliculus. In: The neurobiology of saccadic eye movements (Wurtz RH, Goldberg M, eds), pp 213-255. Amsterdam: Elsevier.
46. Stein BE (1998) Neural mechanisms for synthesizing sensory information and producing adaptive behaviors. Exp Brain Res 123:124-135.
47. Stein BE, Meredith MA (1993) The merging of the senses. Cambridge, MA: MIT.
48. Stein BE, Huneycutt WS, Meredith MA (1988) Neurons and behavior: the same rules of multisensory integration apply. Brain Res 448:355-358.
49. Stein BE, Meredith MA, Huneycutt WS, McDade L (1989) Behavioral indicies of multisensory integration: orientation to visual cues is affected by auditory stimuli. J Cogn Neurosci 1:12-24.
50. Steriade M, Timofeev I, Grenier F (2001) Natural waking and sleep states: a view from inside neocortical neurons. J Neurophysiol 85:1969-1985.
51. Udin SB (1988) Formation of topographic maps. Annu Rev Neurosci 11:289-327.
52. Wallace MT, Stein BE (1994) Cross-modal synthesis in the midbrain depends on input from cortex. J Neurophysiol 71:429-432.
53. Wallace MT, Stein BE (1996) Sensory organization of the superior colliculus in cat and monkey. Prog Brain Res 112:301-311.
54. Wallace MT, Stein BE (1997) Development of multisensory neurons and multisensory integration in cat superior colliculus. J Neurosci 17:2429-2444.
55. Wallace MT, Stein BE (2000) Onset of cross-modal synthesis in neonatal superior colliculus is gated by development of cortical influences. J Neurophysiol 83:3578-3582.
56. Wallace MT, Stein BE (2001) Sensory and multisensory responses in the newborn monkey superior colliculus. J Neurosci 21:886-8894.
57. Wallace MT, Meredith MA, Stein BE (1993) Converging influences from visual, auditory, and somatosensory cortices onto output neurons of the superior colliculus. J Neurophysiol 69:1797-1809.
58. Wallace MT, Wilkinson LK, Stein BE (1996) Representation and integration of multiple sensory inputs in primate superior colliculus. J Neurophysiol 76:1246-1266.
59. Wallace MT, Meredith MA, Stein BE (1998) Multisensory integration in the superior colliculus of the alert cat. J Neurophysiol 20:1006-1010.
60. Wilkinson LK, Meredith MA, Stein BE (1996) The role of anterior ectosylvian cortex in cross-modality orientation and approach behavior. Exp Brain Res 112:1-10.
61. Willshaw DJ, von der Malsburg C (1976) How patterned neural connections can be set up by self-organization. Proc R Soc Lond B Biol Sci 194:431-445.
62. Wurtz RH, Goldberg ME (1972) Activity of superior colliculus in behaving monkey. III. Cells discharging before eye movements. J Neurophysiol 35:575-586.
63. Zhang LL, Tao HW, Holt CE, Harris WA, Poo M-M (1998) A critical window for cooperation and competition among developing retinotectal synapses. Nature 395:37-44.