Slowness and sparseness lead to place, head-direction, and spatial-view cells

PLoS Computational Biology

Volumn 3, Issue 8, 2007, Pages 1605-1622

  Franzius, Mathias ^a   Sprekeler, Henning ^a   Wiskott, Laurenz ^a  

^a HUMBOLDT UNIVERSITY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CYTOLOGY;

COMPLEX CELLS; FEATURE ANALYSIS; HEAD DIRECTION CELLS; HIPPOCAMPAL FORMATION; PLACE CELL; PROPERTY; SELF-ORGANIZED FORMATION; SPATIAL VIEW CELLS; VISUAL STIMULUS; VISUAL SYSTEMS;

CELLS;

ACCURACY; ALGORITHM; ARTICLE; DIRECTIONAL VISION; HEAD MOVEMENT; IMAGE ANALYSIS; LEARNING; LINEAR SYSTEM; MATHEMATICAL COMPUTING; PREDICTION; RECEPTIVE FIELD; SPATIAL DISCRIMINATION; SPATIAL ORIENTATION; THEORETICAL MODEL; VISUAL STIMULATION; VISUAL SYSTEM; ANIMAL; BIOLOGICAL MODEL; CLASSIFICATION; COMPUTER SIMULATION; CYTOLOGY; DEPTH PERCEPTION; HIPPOCAMPUS; NERVE CELL NETWORK; ORIENTATION; PHYSIOLOGY; RAT; SENSORY NERVE CELL;

ANIMALIA;

ANIMALS; COMPUTER SIMULATION; HEAD MOVEMENTS; HIPPOCAMPUS; MODELS, NEUROLOGICAL; NERVE NET; NEURONS, AFFERENT; ORIENTATION; RATS; SPACE PERCEPTION;

EID: 34548412214     PISSN: 1553734X     EISSN: 15537358     Source Type: Journal    
DOI: 10.1371/journal.pcbi.0030166     Document Type: Article

References (50)

1. Berkes P, Wiskott L (2005) Slow feature analysis yields a rich repertoire of complex cell properties. J Vision 5: 579-602.
2. O'Keefe J, Dostrovsky J (1971) The hippocampus as a spatial map: Preliminary evidence from unit activity in the freely moving rat. Brain Res 34: 171-175.
3. Taube JS, Muller RU, Ranck JB (1990) Head direction cells recorded from the postsubiculum in freely moving rats. I. Description and quantitative analysis. J Neurosci 2: 420-435.
4. Hafting T, Fyhn M, Molden S, Moser M, Moser EI (2005) Microstructure of a spatial map in the entorhinal cortex. Nature 436: 801-806.
5. Rolls ET (1999) Spatial view cells and the representation of place in the primate hippocampus. Hippocampus 9: 467-480.
6. Rolls ET (2006) Neurophysiological and computational analyses of the primate presubiculum, subiculum and related areas. Behav Brain Res 174: 289-303.
7. Hori E, Nishio Y, Kazui K, Umeno K, Tabuchi E, et al. (2005) Place-related neural responses in the monkey hippocampal formation in a virtual space. Hippocampus 15: 991-996.
8. O'Keefe J (2007) Hippocampal neurophysiology in the behaving animal. Oxford: Oxford University Press. pp. 475-548.
9. Sharp EP, Blair HT, Cho J (2001) The anatomical and computational basis of the rat head-direction cell signal. Trends Neurosci 24: 289-294.
10. Taube JS, Bassett JP (2003) Persistent neural activity in head direction cells. Cereb Cortex 13: 1162-1172.
11. Markus EJ, Qin YL, Leonard B, Skaggs WE, McNaughton BL, et al. (1995) Interactions between location and task affect the spatial and directional firing of hippocampal neurons. J Neurosci 15: 7079-7094.
12. Sargolini F, Fyhn M, Hafting T, McNaughton BL, Witter MP, et al. (2006) Conjunctive representation of position, direction, and velocity in entorhinal cortex. Science 312: 758-762.
13. Knierim JJ, Kudrimoti HS, McNaughton BL (1995) Place cells, head direction cells, and the learning of landmark stability. J Neurosci 15: 1648-1659.
14. Jeffery KJ, O'Keefe JM (1999) Learned interaction of visual and idiothetic cues in the control of place field orientation. Exp Brain Res 127: 151-161.
15. Save E, Nerad L, Poucet B (2000) Contribution of multiple sensory information to place field stability in hippocampal place cells. Hippocampus 10: 64-76.
16. Földiak P (1991) Learning invariance from transformation sequences. Neural Comput 3: 194-200.
17. Mitchison G (1991) Removing time variation with the anti-hebbian differential synapse. Neural Comput 3: 312-320.
18. Stone JV, Bray A (1995) A learning rule for extracting spatio-temporal invariances. Network-Comp Neural 6: 429-436.
19. Wiskott L (1998) Learning invariance manifolds. In: Niklasson L, Bodén M, Ziemke T, editors. London: Springer. pp. 555-560.
20. Wiskott L, Sejnowski T (2002) Slow feature analysis: Unsupervised learning of invariances. Neural Comput 14: 715-770.
21. Olshausen BA, Field DJ (2004) Sparse coding of sensory inputs. Curr Opin Neurobiol: 481-487.
22. Hashimoto W (2003) Quadratic forms in natural images. Network-Comp Neural 14: 765-788.
23. Sprekeler H, Michaelis C, Wiskott L (2007) Slowness: An objective for spiketiming-plasticity? PLoS Comput Biol 3: 112.
24. Picard R, Graczyk C, Mann S, Wachman J, Picard L, et al. (2002) Vision texture. Available: http://vismod.media.mit.edu/vismod/imagery/VisionTexture/ vistex.html. Accessed 25 July 2007.
25. Hughes A (1978) A schematic eye for the rat. Vision Res 19: 569-588.
26. Blaschke T, Wiskott L (2004) Cubica: Independent component analysis by simultaneous third- and fourth-order cumulant diagonalization. IEEE T Signal Process 52: 1250-1256.
27. Franzius M, Vollgraf R, Wiskott L (2007) From grids to places. J Comput Neurosci 22: 297-299.
28. Berkes P, Zito T (2005) Modular toolkit for data processing (version 2.0). Available: http://mdp-toolkit.sourceforge.net. Accessed 25 July 2007.
29. Wiskott L (2003) Slow feature analysis: A theoretical analysis of optimal free responses. Neural Comput 15: 2147-2177.
30. Muller RU, Kubie JL, Ranck JB (1987) Spatial firing patterns of hippocampal complex-spike cells in a fixed environment. J Neurosci 7: 1935-1950.
31. Muller R (1996) A quarter of a century of place cells. Neuron 17: 813-822.
32. Rolls ET, Xiang J, Franco L (2005) Object, space, and object-space representations in the primate hippocampus. J Neurophysiol 94: 833-844.
33. Muller RU, Bostock E, Taube JS, Kubie JL (1994) On the directional firing properties of hippocampal place cells. J Neurosci 14: 7235-7251.
34. Cacucci F, Lever C, Wills TJ, Burgess N, Keefe JO (2004) Theta-modulated place-by-direction cells in the hippocampal formation in the rat. J Neurosci 24: 8265-8277.
35. Sharp PE (1996) Multiple spatial/behavioral correlates for cells in the rat postsubiculum: Multiple regression analysis and comparison to other hippocampal areas. Cereb Cortex 6: 238-259.
36. Stackman RW, Zugaro MB (2005) Self-motion cues and resolving intermodality conflicts: Head direction cells, place cells, and behavior. In: Wiener SI, Taube JS, editors. Head direction cells and the neural mechanisms of spatial orientation. Cambridge (Massachusetts): MIT Press. pp. 137-162.
37. Skaggs WE, Knierim JJ, Kudrimoti HS, McNaughton BL (1995) A model of the neural basis of the rat's sense of direction. In: Tesauro G, Touretzky DS, Leen TK, editors. Advances in neural information processing systems 7. Cambridge (Massachusetts): MIT Press. pp. 173-180.
38. Kayser C, Einhäuser W, Dümmer O, König P, Körding K (2001) Extracting slow subspaces from natural videos leads to complex cells. Lect Notes Comput Sci: 1075-1080.
39. Lörincz A, Buzsáki G (2000) Two-phase computational model training longterm memories in the entorhinal-hippocampal region. Ann N Y Acad Sci 911: 83-111.
40. Oja E, Karhunen J (1995) Signal separation by nonlinear hebbian learning. In: Palaniswami M, Attikiouzel Y, Marks RJ II, Fogel D, Fukuda T, editors. Computational intelligence: A dynamic system perspective. New York: IEEE Press. pp. 83-97.
41. Redish AD (1999) Beyond the cognitive map - From place cells to episodic memory. Cambridge (Massachusetts): MIT Press.
42. McNaughton BL, Battaglia FP, Jensen O, Moser EI, Moser MB (2006) Path integration and the neural basis of the "cognitive map." Nat Rev Neurosci 7: 663-678.
43. Wyss R, König P, Verschure P (2006) A model of the ventral visual system based on temporal stability and local memory. PLoS Biology 4: 120.
44. Sharp EP (1991) Computer simulation of hippocampal place cells. Psychobiology 19: 103-115.
45. Fuhs MC, Redish AD, Touretzky DS (1998) A visually driven hippocampal place cell model. In: Bower J, editor. Computational neuroscience: Trends in research. New York: Plenum Publishing. pp. 101-106.
46. Brunel N, Trullier O (1998) Plasticity of directional place fields in a model of rodent CA3. Hippocampus 8: 651-665.
47. de Araujo IET, Rolls ET, Stringer SM (2001) A view model which accounts for the spatial fields of hippocampal primate spatial view cells and rat place cells. Hippocampus 11: 699-706.
48. Muller RU, Kubie JL (1987) The effects of changes in the environment on the spatial firing of hippocampal complex-spike cells. J Neurosci 7: 1951-1968.
49. Gavrilov VV, Wiener SI, Berthoz A (1998) Discharge correlates of hippocampal complex spike neurons in behaving rats passively displaced on a mobile robot. Hippocampus 8: 475-490.
50. Song EY, Kim YB, Kim YH, Jung MW (2005) Role of active movement in place-specific firing of hippocampal neurons. Hippocampus 15: 8-17.