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Computational Intelligence and Neuroscience
Volume 2014 (2014), Article ID 575716, 11 pages
http://dx.doi.org/10.1155/2014/575716
Research Article

Prediction of Human's Ability in Sound Localization Based on the Statistical Properties of Spike Trains along the Brainstem Auditory Pathway

The School of Electrical Engineering, Faculty of Engineering, Tel Aviv University, 69978 Tel Aviv, Israel

Received 15 September 2013; Revised 6 February 2014; Accepted 2 March 2014; Published 31 March 2014

Academic Editor: Asohan Amarasingham

Copyright © 2014 Ram Krips and Miriam Furst. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. E. D. Adrian, “The impulses produced by sensory nerve endings,” The Journal of Physiology, vol. 61, no. 2, pp. 151–171, 1926. View at Google Scholar
  2. N. Y. S. Kiang, T. Watanabe, E. C. Thomas, and L. F. Clark, Discharge Patterns of Single Fibers in the Cat's Auditory Nerve, MIT Press, Cambridge, Mass, USA, 1965.
  3. A. Manwani and C. Koch, “Detecting and estimating signals in noisy cable structures, I: neuronal noise sources,” Neural Computation, vol. 11, no. 8, pp. 1797–1829, 1999. View at Google Scholar · View at Scopus
  4. J. A. White, J. T. Rubinstein, and A. R. Kay, “Channel noise in neurons,” Trends in Neurosciences, vol. 23, no. 3, pp. 131–137, 2000. View at Publisher · View at Google Scholar · View at Scopus
  5. E. Schneidman, B. Freedman, and I. Segev, “Channel stochasticity may be critical in determining the reliability and precision of spike timing,” Neural Computation, vol. 10, no. 7, pp. 1679–1703, 1998. View at Google Scholar · View at Scopus
  6. L. Alaoglu and N. M. Smith Jr., “Statistical theory of a scaling circuit,” Physical Review, vol. 53, no. 10, pp. 832–836, 1938. View at Publisher · View at Google Scholar · View at Scopus
  7. R. W. Rodieck, N. Y.-S. Kiang, and G. L. Gerstein, “Some quantitative methods for the study of spontaneous activity of single neurons,” Biophysical Journal, vol. 2, pp. 351–368, 1962. View at Google Scholar · View at Scopus
  8. P. R. Gray, “Conditional probability analyses of the spike activity of single neurons,” Biophysical Journal, vol. 7, no. 6, pp. 759–777, 1967. View at Google Scholar
  9. F. Rieke, D. Warland, R. D. R. van Steveninck, and W. Bialek, Spikes Exploring the Neural Code, MIT Press, Cambridge, Mass, USA, 1997.
  10. A. Wald, “Foundations of a general theory of sequential decision functions,” Econometrica, vol. 15, no. 4, pp. 279–313, 1947. View at Publisher · View at Google Scholar
  11. A. W. Mills, “On the minimum audible angle,” The Journal of the Acoustical Society of America, vol. 30, no. 2, pp. 237–246, 1958. View at Publisher · View at Google Scholar
  12. H. Levitt, “Transformed up-down methods in psychoacoustics,” The Journal of the Acoustical Society of America, vol. 49, no. 2, pp. 467–477, 1971. View at Publisher · View at Google Scholar · View at Scopus
  13. R. G. Klumpp and H. R. Eady, “Some measurements of interaural time difference thresholds,” The Journal of the Acoustical Society of America, vol. 28, no. 5, pp. 859–860, 1956. View at Publisher · View at Google Scholar
  14. J. Zwislocki and R. S. Feldman, “Just noticeable differences in dichotic phase,” The Journal of the Acoustical Society of America, vol. 28, no. 5, pp. 860–864, 1956. View at Publisher · View at Google Scholar
  15. A. W. Mills, “Lateralization of high-frequency tones,” The Journal of the Acoustical Society of America, vol. 32, no. 1, pp. 132–134, 1960. View at Publisher · View at Google Scholar
  16. R. M. Hershkowitz and N. I. Durlach, “Interaural time and amplitude jnds for a 500-Hz tone,” The Journal of the Acoustical Society of America, vol. 46, no. 6, pp. 1464–1467, 1969. View at Google Scholar · View at Scopus
  17. D. H. Klatt, “Discrimination of fundamental frequency contours in synthetic speech: implications for models of pitch perception,” The Journal of the Acoustical Society of America, vol. 53, no. 1, pp. 8–16, 1973. View at Google Scholar · View at Scopus
  18. L. Demany and C. Semal, “Detection thresholds for sinusoidal frequency modulation,” The Journal of the Acoustical Society of America, vol. 85, no. 3, pp. 1295–1301, 1989. View at Publisher · View at Google Scholar · View at Scopus
  19. J. H. Johnson, C. W. Turner, J. J. Zwislocki, and R. H. Margolis, “Just noticeable differences for intensity and their relation to loudness,” The Journal of the Acoustical Society of America, vol. 93, no. 2, pp. 983–991, 1993. View at Publisher · View at Google Scholar · View at Scopus
  20. J. Lyzenga and J. W. Horst, “Frequency discrimination of bandlimited harmonic complexes related to vowel formants,” The Journal of the Acoustical Society of America, vol. 98, no. 4, pp. 1943–1955, 1995. View at Publisher · View at Google Scholar · View at Scopus
  21. W. M. Siebert, “Stimulus transformation in the peripheral auditory system,” in Recognizing Patterns, P. A. Kolers and M. Eden, Eds., pp. 104–133, MIT Press, Cambridge, Mass, USA, 1968. View at Google Scholar
  22. W. M. Siebert, “Frequency discrimination in the auditory system: place or periodicity mechanisms?” vol. 58, no. 5, pp. 723–730, 1970. View at Publisher · View at Google Scholar · View at Scopus
  23. M. G. Heinz, Quantifying the effects of the cochlear amplifier on temporal and average-rate information in the auditory nerve [Ph.D. dissertation], Massachusetts Institute of Technology, Cambridge, Mass, USA, 2000.
  24. M. G. Heinz, H. S. Colburn, and L. H. Carney, “Evaluating auditory performance limits: I. One-parameter discrimination using a computational model for the auditory nerve,” Neural Computation, vol. 13, no. 10, pp. 2273–2316, 2001. View at Publisher · View at Google Scholar · View at Scopus
  25. H. S. Colburn, “Theory of binaural interaction based on auditory nerve data. I. General strategy and preliminary results on interaural discrimination,” The Journal of the Acoustical Society of America, vol. 54, no. 6, pp. 1458–1470, 1973. View at Google Scholar · View at Scopus
  26. R. M. Stern Jr. and H. S. Colburn, “Theory of binaural interaction based on auditory-nerve data. IV. A model for subjective lateral position,” The Journal of the Acoustical Society of America, vol. 64, no. 1, pp. 127–140, 1978. View at Google Scholar · View at Scopus
  27. L. G. Huettel and L. M. Collins, “A theoretical comparison of information transmission in the peripheral auditory system: normal and impaired frequency discrimination,” Speech Communication, vol. 39, no. 1-2, pp. 5–21, 2003. View at Publisher · View at Google Scholar · View at Scopus
  28. L. G. Huettel and L. M. Collins, “Predicting auditory tone-in-noise detection performance: the effects of neural variability,” IEEE Transactions on Biomedical Engineering, vol. 51, no. 2, pp. 282–293, 2004. View at Publisher · View at Google Scholar · View at Scopus
  29. O. Cohen, M. Furst, and R. Krips, “ITD and ILD estimation based on neural stochastic analysis,” in Proceedings of the 23rd IEEE Convention of Electrical and Electronics Engineers in Israel, pp. 185–188, September 2004. View at Scopus
  30. J. E. Rose, J. F. Brugge, D. J. Anderson, and J. E. Hind, “Phase-locked response to low-frequency tones in single auditory nerve fibers of the squirrel monkey,” Journal of Neurophysiology, vol. 30, no. 4, pp. 769–793, 1967. View at Google Scholar · View at Scopus
  31. J. M. Goldberg and P. B. Brown, “Response of binaural neurons of dog superior olivary complex to dichotic tonal stimuli: some physiological mechanisms of sound localization,” Journal of Neurophysiology, vol. 32, no. 4, pp. 613–636, 1969. View at Google Scholar · View at Scopus
  32. T. C. Yin and J. C. Chan, “Interaural time sensitivity in medial superior olive of cat,” Journal of Neurophysiology, vol. 64, no. 2, pp. 465–488, 1990. View at Google Scholar · View at Scopus
  33. D. McAlpine, D. Jiang, T. M. Shackleton, and A. R. Palmer, “Convergent input from brainstem coincidence detectors onto delay-sensitive neurons in the inferior colliculus,” The Journal of Neuroscience, vol. 18, no. 15, pp. 6026–6039, 1998. View at Google Scholar · View at Scopus
  34. T. J. Park, “IID sensitivity differs between two principal centers in the interaural intensity difference pathway: the LSO and the IC,” Journal of Neurophysiology, vol. 79, no. 5, pp. 2416–2431, 1998. View at Google Scholar · View at Scopus
  35. A. J. Smith, S. Owens, and I. D. Forsythe, “Characterisation of inhibitory and excitatory postsynaptic currents of the rat medial superior olive,” The Journal of Physiology, vol. 529, no. 3, pp. 681–698, 2000. View at Publisher · View at Google Scholar · View at Scopus
  36. A. R. Palmer, T. M. Shackleton, and D. McAlpine, “Neural mechanisms of binaural hearing,” Acoustical Science and Technology, vol. 23, no. 2, pp. 61–68, 2002. View at Publisher · View at Google Scholar · View at Scopus
  37. R. Krips and M. Furst, “Stochastic properties of coincidence-detector neural cells,” Neural Computation, vol. 21, no. 9, pp. 2524–2553, 2009. View at Publisher · View at Google Scholar · View at Scopus
  38. R. Krips and M. Furst, “Stochastic properties of auditory brainstem coincidence detectors in binaural perception,” The Journal of the Acoustical Society of America, vol. 125, no. 3, pp. 1567–1583, 2009. View at Publisher · View at Google Scholar · View at Scopus
  39. W. B. Warr, “Fiber degeneration following lesions in the anteroventral cochlear nucleus of the cat,” Experimental Neurology, vol. 23, pp. 140–155, 1966. View at Google Scholar
  40. J. J. Guinan, S. S. Guinan, and B. E. Norris, “Single auditory units in the superior olivary complex. I: responses to sounds and classifications based on physiological properties,” International Journal of Neuroscience, vol. 4, no. 3, pp. 101–120, 1972. View at Google Scholar
  41. P. X. Joris, L. H. Carney, P. H. Smith, and T. C. T. Yin, “Enhancement of neural synchronization in the anteroventral cochlear nucleus. I. Responses to tones at the characteristic frequency,” Journal of Neurophysiology, vol. 71, no. 3, pp. 1022–1036, 1994. View at Google Scholar · View at Scopus
  42. J. C. Boudreau and C. Tsuchitani, “Cat superior olive S-segment cell discharge to tonal stimulation,” Contributions to Sensory Physiology, vol. 4, pp. 143–213, 1970. View at Google Scholar · View at Scopus
  43. D. Caird and R. Klinke, “Processing of binaural stimuli by cat superior olivary complex neurons,” Experimental Brain Research, vol. 52, no. 3, pp. 385–399, 1983. View at Google Scholar · View at Scopus
  44. D. M. Caspary and P. G. Finlayson, “Superior olivary complex: functional neuropharmacology of the principal cell types,” in Neurobiology of Hearing: The Central Auditory System, R. A. Altschuler, R. P. Bobbin, B. M. Clopton, and D. W. Hoffman, Eds., pp. 141–161, Raven Press, New York, NY, USA, 1991. View at Google Scholar
  45. D. J. Tollin and T. C. T. Yin, “The coding of spatial location by single units in the lateral superior olive of the cat. I. Spatial receptive fields in azimuth,” The Journal of Neuroscience, vol. 22, no. 4, pp. 1454–1467, 2002. View at Google Scholar · View at Scopus
  46. J. D. Harris, “A florilegium of experiments on directional hearing,” Acta Oto-Laryngologica, vol. 298, pp. 1–26, 1972. View at Google Scholar · View at Scopus
  47. D. W. Grantham, “Detection and discrimination of simulated motion of auditory targets in the horizontal plane,” The Journal of the Acoustical Society of America, vol. 79, no. 6, pp. 1939–1949, 1986. View at Google Scholar · View at Scopus
  48. E. R. Hafter, T. N. Buell, D. A. Basiji, and E. E. Shriberg, “Discrimination of direction for complex sounds presented in the free-field,” in Basic Issues in Hearing: Proceedings of the 8th International Symposium on Hearing, H. Duifhuis, J. W. Horst, and H. P. Wit, Eds., pp. 394–401, Academic Press, London, UK, 1988. View at Google Scholar
  49. R. Y. Litovsky and N. A. Macmillan, “Sound localization precision under conditions of the precedence effect: effects of azimuth and standard stimuli,” The Journal of the Acoustical Society of America, vol. 96, no. 2, pp. 752–758, 1994. View at Publisher · View at Google Scholar · View at Scopus
  50. D. W. Grantham, B. W. Y. Hornsby, and E. A. Erpenbeck, “Auditory spatial resolution in horizontal, vertical, and diagonal planes,” The Journal of the Acoustical Society of America, vol. 114, no. 2, pp. 1009–1022, 2003. View at Publisher · View at Google Scholar · View at Scopus
  51. V. R. Algazi, R. O. Duda, D. M. Thompson, and C. Avendano, “The CIPIC HRTF database,” in Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, pp. 99–102, New Platz, NY, USA, October 2001. View at Scopus
  52. E. W. Barankin, “Locally best unbiased estimates,” The Annals of Mathematical Statistics, vol. 20, no. 4, pp. 477–628, 1949. View at Publisher · View at Google Scholar
  53. I. Bar David, “Communication under the Poisson regime,” IEEE Transactions on Information Theory, vol. 15, no. 1, pp. 31–37, 1969. View at Publisher · View at Google Scholar
  54. A. R. Palmer and I. J. Russell, “Phase-locking in the cochlear nerve of the guinea-pig and its relation to the receptor potential of inner hair-cells,” Hearing Research, vol. 24, no. 1, pp. 1–15, 1986. View at Google Scholar · View at Scopus
  55. D. H. Johnson, “The relationship between spike rate and synchrony in responses of auditory-nerve fibers to single tones,” The Journal of the Acoustical Society of America, vol. 68, no. 4, pp. 1115–1122, 1980. View at Google Scholar · View at Scopus
  56. A. D. Reyes, E. W. Rubel, and W. J. Spain, “In vitro analysis of optimal stimuli for phase-locking and time-delayed modulation of firing in avian nucleus laminaris neurons,” The Journal of Neuroscience, vol. 16, no. 3, pp. 993–1007, 1996. View at Google Scholar · View at Scopus
  57. G. F. Kuhn, “Physical acoustics and measurements pertaining to directional hearing,” in Directional Hearing, W. A. Yost and G. Gourevitch, Eds., pp. 3–25, Springer, New York, NY, USA, 1987. View at Google Scholar
  58. H. Agmon-Snir, C. E. Carr, and J. Rinzel, “The role of dendrites in auditory coincidence detection,” Nature, vol. 393, no. 6682, pp. 268–272, 1998. View at Publisher · View at Google Scholar · View at Scopus
  59. C. A. Miller, P. J. Abbas, and B. K. Robinson, “Response properties of the refractory auditory nerve fiber,” Journal of the Association for Research in Otolaryngology, vol. 2, no. 3, pp. 216–232, 2001. View at Google Scholar · View at Scopus
  60. S. Dynes, Discharge characteristics of auditory nerve fibers for pulsatile electrical stimuli [Ph.D. thesis], Massachusetts Institute of Technology, Cambridge, Mass, USA, 1996.
  61. I. C. Bruce, L. S. Irlicht, M. W. White et al., “A stochastic model of the electrically stimulated auditory nerve: pulse- train response,” IEEE Transactions on Biomedical Engineering, vol. 46, no. 6, pp. 630–637, 1999. View at Publisher · View at Google Scholar · View at Scopus
  62. C. J. Brown and P. J. Abbas, “Electrically evoked whole-nerve action potentials: parametric data from the cat,” The Journal of the Acoustical Society of America, vol. 88, no. 5, pp. 2205–2210, 1990. View at Publisher · View at Google Scholar · View at Scopus
  63. R. P. Gaumond, D. O. Kim, and C. E. Molnar, “Response of cochlear nerve fibers to brief acoustic stimuli: role of discharge-history effects,” The Journal of the Acoustical Society of America, vol. 74, no. 5, pp. 1392–1398, 1983. View at Google Scholar · View at Scopus
  64. M. C. Teich, L. Matin, and B. I. Cantor, “Refractoriness in the maintained discharge of the cat's retinal ganglion cell,” Journal of the Optical Society of America, vol. 68, no. 3, pp. 386–402, 1978. View at Google Scholar · View at Scopus
  65. M. J. Berry, D. K. Warland, and M. Meister, “The structure and precision of retinal spike trains,” Proceedings of the National Academy of Sciences of the United States of America, vol. 94, no. 10, pp. 5411–5416, 1997. View at Publisher · View at Google Scholar · View at Scopus
  66. M. J. Berry II and M. Meister, “Refractoriness and neural precision,” The Journal of Neuroscience, vol. 18, no. 6, pp. 2200–2211, 1998. View at Google Scholar · View at Scopus
  67. D. R. Cox and P. A. W. Lewis, The Statistical Analysis of Series of Events, Methuen, London, UK, 1966.
  68. D. H. Perkel, G. L. Gerstein, and G. P. Moore, “Neuronal spike trains and stochastic point processes. I. The single spike train,” Biophysical Journal, vol. 7, no. 4, pp. 391–418, 1967. View at Google Scholar · View at Scopus
  69. D. H. Johnson and A. Swami, “The transmission of signals by auditory-nerve fiber discharge patterns,” The Journal of the Acoustical Society of America, vol. 74, no. 2, pp. 493–501, 1983. View at Google Scholar · View at Scopus
  70. L. H. Carney, “A model for the responses of low-frequency auditory-nerve fibers in cat,” The Journal of the Acoustical Society of America, vol. 93, no. 1, pp. 401–417, 1993. View at Google Scholar · View at Scopus
  71. M. C. Teich, “Fractal character of the auditory neural spike train,” IEEE Transactions on Biomedical Engineering, vol. 36, no. 1, pp. 150–160, 1989. View at Publisher · View at Google Scholar · View at Scopus
  72. M. C. Teich and S. B. Lowen, “Fractal patterns in auditory nerve-spike trains,” IEEE Engineering in Medicine and Biology Magazine, vol. 13, no. 2, pp. 197–202, 1994. View at Publisher · View at Google Scholar · View at Scopus
  73. J. Keat, P. Reinagel, R. C. Reid, and M. Meister, “Predicting every spike: a model for the responses of visual neurons,” Neuron, vol. 30, no. 3, pp. 803–817, 2001. View at Publisher · View at Google Scholar · View at Scopus
  74. P. A. W. Lewis and G. S. Shedler, “Simulation methods for Poisson processes in nonstationary systems,” in Proceedings of the 10th Conference on Winter Simulation (WSC '78), vol. 1, pp. 155–163, 1978. View at Scopus
  75. T. C. Brown, “Poisson approximations and the definition of the Poisson process,” The American Mathematical Monthly, vol. 91, no. 2, pp. 116–123, 1984. View at Publisher · View at Google Scholar
  76. D. L. Snyder and M. I. Miller, Random Point Processes in Time and Space, Springer, Berlin, Germany, 1991.