Decoding stimulus-reward pairing from local field potentials recorded from monkey visual cortex

IEEE Transactions on Neural Networks

Volumn 21, Issue 12, 2010, Pages 1892-1902

  Manyakov, Nikolay V ^a   Vogels, Rufin ^a   Van Hulle, Marc M ^a  

^a KU LEUVEN UNIVERSITY OF LEUVEN   (Belgium)

Author keywords

Decoding; local field potentials; phase synchrony; visual cortex; wave propagation

Indexed keywords

FEATURE SELECTION; LINEAR CLASSIFIERS; LOCAL FIELD POTENTIALS; PHASE SYNCHRONY; SPATIAL FEATURES; TIME FREQUENCY FEATURES; TRIAL CLASSIFICATION; VISUAL CORTEXES; VISUAL CORTICAL;

DECODING; SIGNAL TO NOISE RATIO; WAVE PROPAGATION;

FEATURE EXTRACTION;

ANIMAL; ARTICLE; ELECTROPHYSIOLOGY; EVOKED VISUAL RESPONSE; LEARNING; MACACA MULATTA; PHOTOSTIMULATION; PHYSIOLOGY; REWARD; STATISTICAL MODEL; VISUAL CORTEX;

ANIMALS; ELECTROPHYSIOLOGY; EVOKED POTENTIALS, VISUAL; GENERALIZATION, STIMULUS; LINEAR MODELS; MACACA MULATTA; PHOTIC STIMULATION; REWARD; VISUAL CORTEX;

EID: 78650044854     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2010.2078834     Document Type: Article

References (39)

1. M. A. Nicolelis, "Brain-machine interface to restore motor function and probe neural circuits," Nat. Rev. Neurosci., vol. 4, no. 5, pp. 417-422, May 2003.
2. G. Santhanam, S. I. Ryu, B. M. Yu, A. Afshar, and K. V. Shenoy, "A high-performance brain-computer interface," Nature, vol. 442, no. 7099, pp. 195-198, Jul. 2006.
3. M. Velliste, S. Perel, M. C. Spalding, A. S. Whitford, and A. B. Schwartz, "Cortical control of a prosthetic arm for self-feeding," Nature, vol. 453, no. 7198, pp. 1098-1101, Jun. 2008.
4. N. V. Manyakov and M. M. Van Hulle, "Decoding grating orientation from microelectrode array recordings in monkey cortical area V4," Int. J. Neural Syst., vol. 20, no. 2, pp. 95-108, Apr. 2010.
5. G. B. Stanley, F. L. Fei, and Y. Dan, "Reconstruction of natural scenes from ensemble responses in the lateral geniculate nucleus," J. Neurosci., vol. 19, no. 18, pp. 8036-8042, Sep. 1999.
6. S. Musallam, B. D. Corneil, B. Greger, H. Scherberger, and R. A. Andersen, "Cognitive control signals for neural prosthetics," Science, vol. 305, no. 5681, pp. 258-262, Jul. 2004.
7. B. Pesaran, S. Musallam, and R. A. Andersen, "Cognitive neural prosthetics," Current Biol., vol. 16, no. 3, pp. R77-R80, Feb. 2006.
8. G. Buzsáki, "Large-scale recording of neuronal ensembles," Nat. Neurosci., vol. 7, no. 5, pp. 446-451, May 2004.
9. C. Mehring, J. Rickert, E. Vaadia, S. C. de Oliveira, A. Aertsen, and S. Rotter, "Inference of hand movements from local field potentials in monkey motor cortex," Nat. Neurosci., vol. 6, no. 12, pp. 1253-1254, Dec. 2003.
10. B. Pesaran, J. S. Pezaris, M. Sahani, P. P. Mitra, and R. A. Anderson, "Temporal structure in neural activity during working memory in macaque parietal cortex," Nat. Neurosci., vol. 5, no. 8, pp. 805-811, Aug. 2002.
11. J. Rickert, S. C. de Oliveira, E. Vaadia, A. Aertsen, S. Rotter, and C. Mehring, "Encoding of movement direction in different frequency ranges of motor cortical local field potentials," J. Neurosci., vol. 25, no. 39, pp. 8815-8824, Sep. 2005.
12. H. Scherberger, M. R. Jarvis, and R. A. Anderson, "Cortical local field potential encodes movement intentions in the posterior parietal cortex," Neuron, vol. 46, no. 2, pp. 347-354, Apr. 2005.
13. R. L. Spinks, A. Kraskov, T. Brochier, M. A. Umilta, and R. N. Lemon, "Selectivity for grasp in local field potential and single neuron activity recorded simultaneously from M1 and F5 in the awake macaque monkey," J. Neurosci., vol. 28, no. 43, pp. 10961-10971, Oct. 2008.
14. E. Frankó, A. R. Seiz, and R. Vogels, "Dissociable neural effects of long term stimulus-reward pairing in macaque visual cortex," J. Cogn. Neurosci., vol. 22, no. 7, pp. 1425-1439, Jul. 2010.
15. D. Rubino, K. A. Robbins, and N. G. Hatsopoulos, "Propagating waves mediate information transfer in the motor cortex," Nat. Neurosci., vol. 9, no. 12, pp. 1549-1557, Nov. 2006.
16. I. Daubechies, Ten Lectures on Wavelets. Philadelphia, PA: SIAM, 1992.
17. G. Buzsáki, Rhythms of the Brain. London, U.K.: Oxford Univ. press, 2006.
18. E. Vaadia, I. Haalman, M. Abeles, H. Bergman, Y. Prut, H. Slovin, and A. Aertsen, "Dynamics of neuronal interactions in monkey cortex in relation to behavioural events," Nature, vol. 373, no. 6514, pp. 515- 518, Feb. 1995.
19. R. Eckhorn, A. M. Gail, A. Bruns, A. Gabriel, B. Al-Shaikhli, and M. Saam, "Different types of signal coupling in the visual cortex related to neural mechanisms of associative processing and perception," IEEE Trans. Neural Netw., vol. 15, no. 5, pp. 1039-1052, Sep. 2004.
20. R. Pashaie and N. H. Farhat, "Self-organization in a parametrically coupled logistic map network: A model for information processing in the visual cortex," IEEE Trans. Neural Netw., vol. 20, no. 4, pp. 597-608, Apr. 2009.
21. A. Pikovsky, M. G. Rosenblum, and J. Kurths, Synchronization: A Universal Concept in Nonlinear Science. Cambridge, U.K.: Cambridge Univ. Press, 2001.
22. G. C. Carter, "Coherence and time delay estimation," Proc. IEEE, vol. 75, no. 2, pp. 236-255, Feb. 1987.
23. J.-P. Lachaux, E. Rogriguez, J. Martinerie, and F. J. Varela, "Measuring phase synchrony in brain signals," Human Brain Mapping, vol. 8, no. 4, pp. 194-208, 1999.
24. B. Boashash, "Estimating and interpreting the instantaneous frequency of a signal. II. Algorithms and applications," Proc. IEEE, vol. 80, no. 4, pp. 520-568, Apr. 1992.
25. F. Mormann, K. Lehnertz, P. David, and C. E. Elger, "Mean phase coherence as a measure for phase synchronization and its application to the EEG of epilepsy patients," Physica D, vol. 144, nos. 3-4, pp. 358-369, Oct. 2000.
26. P. Tass, M. G. Rosenblum, J. Weule, J. Kurths, A. Pikovsky, J. Volkmann, A. Schnitzler, and H. J. Freund, "Detection of n:m phase locking from noisy data: Application to magnetoencephalography," Phys. Rev. Lett., vol. 81, no. 15, pp. 3291-3294, Oct. 1998.
27. M. G. Rosenblum and A. Pikovsky, "Detecting direction of coupling in interacting oscillators," Phys. Rev. E, vol. 64, no. 4, pp. 045202-1- 045202-4, Oct. 2001.
28. E. Pereda, R. Q. Quiroga, and J. Bhattacharya, "Nonlinear multivariate analysis of neurophysiological signals," Prog. Neurobiol., vol. 77, nos. 1-2, pp. 1-37, Sep.-Oct. 2005.
29. M. A. Montemurro, M. J. Rasch, Y. Murayama, N. K. Logothetis, and S. Panzeri, "Phase-of-firing coding of natural visual stimuli in primary visual cortex," Current Biol., vol. 18, no. 5, pp. 375-380, Mar. 2008.
30. N. V. Manyakov and M. M. Van Hulle, "Synchronization in monkeys visual cortex analyzed with information-theoretic measure," Chaos, vol. 18, no. 3, pp. 037130-1-037130-7, Sep. 2008.
31. D. J. Fleet and A. D. Jepson, "Computation of component image velocity from local phase information," Int. J. Comput. Vis., vol. 5, no. 1, pp. 77-104, Aug. 1990.
32. A. G. Ivakhnenko and G. A. Ivakhnenko, "The review of problem solvable by algorithms of the group methods of data handling (GMDH)," Pattern Recogn. Image Anal., vol. 5, no. 4, pp. 527-535, 1995.
33. Y. Freund and R. E. Schapire, "A decision-theoretic generalization of on-line learning and an application to boosting," J. Comput. Syst. Sci., vol. 55, no. 1, pp. 119-139, Aug. 1997.
34. V. Bostanov and B. Kotchoubey, "The t-CWT: A new ERP detection and quantification method based on the continuous wavelet transform and Student's t-statistics," Clin. Neurophysiol., vol. 117, no. 12, pp. 2627- 2644, Dec. 2006.
35. G. Dornhege, M. Krauledat, K.-R. Müller, and B. Blankertz, "General signal processing and machine learning tools for BCI analysis," in Toward Brain-Computer Interfacing, G. Dornhege, J. R. Millán, T. Hinterberger, D. J. McFarland, K.-R. Müller, Eds. Cambridge, MA: MIT Press, 2007, pp. 207-233.
36. P. Fries, J.-H. Schroeder, P. R. Roelfsema, W. Singer, and A. K. Engel, "Oscillatory neural synchronization in primary visual cortex as a correlate of stimulus selection," J. Neurosci., vol. 22, no. 9, pp. 3739- 3754, May 2002.
37. L. Melloni, C. Molina, M. Pena, D. Torres, W. Singer, and E. Rodriguez, "Synchronization of neural activity across cortical areas correlates with conscious perception," J. Neurosci., vol. 27, no. 11, pp. 2858-2865, Mar. 2007.
38. E. Gysels and P. Celka, "Phase synchronization for the recognition of mental tasks in a brain-computer interface," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 12, no. 4, pp. 406-415, Dec. 2004.
39. P. E. Roland, A. Hanazawa, C. Undeman, D. Eriksson, T. Tompa, H. Nakamura, S. Valentiniene, and B. Ahmed, "Cortical feedback depolarization waves: A mechanism of top-down influence on early visual areas," Proc. Natl. Acad. Sci., vol. 103, no. 33, pp. 12586-12591, Aug. 2006.