Parameter estimation in a model for multidimensional recording of neuronal data: A Gibbsian approximation approach

Biological Cybernetics

Volumn 89, Issue 3, 2003, Pages 170-178

  Abdallahi, L M Ould Mohamed ^a   La Rota, C ^b   Beguin M ^c   Francois O ^b  

^a XEROX RESEARCH CENTRE EUROPE   (France)

^b UNIV GRENOBLE ALPES   (France)

^c LMC CNRS   (France)

Author keywords

Auditory cortex; Gibbsian approximations; Interacting point processes; Mean field approximations; Multidimensional neuronal data; Pseudomaximum likelihood

Indexed keywords

ALGORITHMS; APPROXIMATION THEORY; AUDITION; COMPUTER SIMULATION; DATA RECORDING; DIODES; MATHEMATICAL MODELS; MAXIMUM LIKELIHOOD ESTIMATION; MONTE CARLO METHODS; NUMERICAL METHODS; PARAMETER ESTIMATION; STATISTICAL MECHANICS;

AUDITORY CORTEX; GIBBSIAN APPROXIMATIONS; MEAN FIELD APPROXIMATIONS; MULTIDIMENSIONAL NEURONAL DATA;

NEUROLOGY;

CAVIA PORCELLUS; SUS SCROFA;

ALGORITHM; ANIMAL; ARTICLE; AUDITORY CORTEX; BIOLOGICAL MODEL; COMPARATIVE STUDY; COMPUTER SIMULATION; DEPTH PERCEPTION; GUINEA PIG; HISTOLOGY; MONTE CARLO METHOD; NERVE CELL; OPTICS; PHYSIOLOGY; REPRODUCIBILITY; STATISTICAL MODEL; TIME;

ALGORITHMS; ANIMALS; AUDITORY CORTEX; COMPUTER SIMULATION; GUINEA PIGS; MODELS, NEUROLOGICAL; MODELS, STATISTICAL; MONTE CARLO METHOD; NEURONS; OPTICS; REPRODUCIBILITY OF RESULTS; SPACE PERCEPTION; TIME FACTORS;

EID: 0142071580     PISSN: 03401200     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00422-003-0416-8     Document Type: Article

References (30)

1. Baddeley, AJ (1995) Time invariance estimating equations. Technical Report 22, Department of Mathematics, University of Western Australia
2. Besag JE (1974) Spatial interaction and the statistical analysis of lattice systems. J R Statist Soc B 60: 172-236.
3. Francois O, Mohamed Abdallahi L, Horikawa, J, Taniguchi I, Hervé T (2000) Statistical procedures for spatiotemporal neuronal data with applications to optical recording of the auditory cortex. Neural Computat 12: 1821-1838.
4. Grinvald A, Frostig RD, Lieke E, Hildesheim R (1988) Optical imaging of neuronal activity. Physiol Rev 68: 1285-1366
5. Grinvald A, Shoham D, Shmuel A, Glaser D, Vanzetta I, shtoyerman E, Slovin H, Sterkin A, Wijnbergen C, Hildesheim R, Arieli A (1999) In-vivo optical imaging of cortical architecture and dynamics. In: Windhorst U, Johansson H (eds) Modern techniques in neuroscience research, Springer, Berlin Heidelberg New York, pp 893-969
6. Hervé T, Dolmazon JM, Demongeot J (1990) Random field and neural information. Proc Natl Acad Sci USA 87: 806-810
7. Horikawa J, Hosokawa Y, Kubota M, Nasu M, Taniguchi I (1996) Optical imaging of spatiotemporal patterns of glutamatergic excitation and gabaergic inhibition in the guinea-pig auditory cortex. J Computat Physiol 497: 629-638
8. Kohn A, Metz C, Quibrera M, Tommerdhal MA, Whitsel BL (2000) Functional neocortical microcircuitry demonstrated with intrinsic signal optical imaging in vivo. Neuroscience 95: 51-62
9. Kohn A, Pinheiro A, Tommerdhal MA, Whitsel BL (1997) Optical imaging in vitro provides evidence for the minicolumnar nature of cortical response. Neuroreport 8: 3513-3518
10. Kubota M, Sugimoto S, Horikawa J, Nasu M, Taniguchi I (1997) Optical imaging of dynamic horizontal spread of excitation in rat auditory cortex slices. Neurosci Lett 237: 77-80
11. La Rota C (2003) Analyse de l'activité électrique multisite du cortex auditif chez le cobaye. PhD manuscript, Université Joseph Fourier, Grenoble, France
12. Liggett TM (1985) Interacting particle systems. Springer, Berlin Heidelberg New York
13. Little WA (1974) Persistent states in the brain. Math Biosci 19: 101-114
14. Makarenko VI, Welsh JP, Lang EJ, Llinas R (1997) A new approach to the analysis of multidimensional neuronal activity: Markov random fields. Neural Netw 10: 785-789
15. Martignon L, Von Hasseln H, Gruen S, Aertsen A, Palm G (1995) Detecting higher-order interactions among the spiking events in a group of neurons. Biol Cybern 73: 69-81
16. Metherate R (1998) Synaptic mechanisms in auditory cortex function. Front Biosci 3: d494-501
17. Meyer JU, Schüttler M, Thielecke H, Stieglitz T (2000) Biomedical microdevices for neural interfaces. Proceedings of the 1st annual international IEEE-EMBS special topic conference on microtechnologies in medicine and biology, Lyon, France, 12-14 October 2000, pp 447-452
18. Mountcastle VB (1997) The columnar organization of the neocortex. Brain 120: 701-722
19. Ojima H, Honda CN, Jones EG (1991) Patterns of axon collateralization of identified supragranular pyramidal neurons in the cat auditory cortex. Cereb Cortex 1: 80-94
20. Orback HS, Cohen LB, Grinvald A (1996) Optical monitoring of optical activity in the mammalian sensory cortex. J Neurosci 5: 1886-1895
21. Perkel DH, Gerstein GL, Moore GP (1967) Neuronal spike trains and stochastic point processes. II. simultaneous spike trains. Biophys J 7: 419-440
22. Read HL, Winer JA, Schreiner CE (2001) Modular organization of intrinsic connections associated with spectral tuning in the cat auditory cortex. Proc Natl Acad Sci USA 98: 8042-8047
23. Redies H, Brandner S, Creutzfeld OD (1989a) Anatomy of the auditory thalamocortical system of the guinea pig. J Comp Neurol 282: 489-511
24. Redies H, Sieben U, Creutzfeld OD (1989b) Functional subdivisions in the auditory cortex of the guinea pig. J Comp Neurol 282: 473-488
25. Rockland KS (1998) Complex microstructures of sensory cortical connections. Curr Opin Neurobiol 8: 545-551
26. Rutkowski RG, Wallace MN, Shackleton TM, Palmer AR (2000) Organisation of binaural interactions in the primary and dorsocaudal fields of the guinea pig auditory cortex. Hearing Res 145: 177-189
27. Stieglitz T, Meyer JU (1999) Microtechnical interfaces to neurons. In: Manz A, Becker H (eds) Microsystem technology in chemistry and life sciences. Springer, Berlin Heidelberg New York, pp 131-162
28. Takahashi H, Ejiri T, Nakao M, Matsumoto K, Mase F, Hatamura Y, Hervé T (2000) Multipoint microelectrode for direct recording of auditory evoked potentials on the auditory cortex of a rat. Proceedings of the 1st annual international IEEE-EMBS special topic conference on microtechnologies in medicine and biology, Lyon, France, 12-14 October 2000, pp 512-517
29. Taniguchi I, Horikawa J, Moriyama T, Nasu M (1992) Spatio-temporal pattern of frequency representation in the guinea pig auditory cortex. Neurosci Lett 146: 37-40
30. Taniguchi I, Nasu M (1993) Spatio-temporal pattern of sound intensity in the guinea pig auditory cortex observed by optical recording. Neurosci Lett 151: 178-181