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| DC Field | Value | Language |
|---|---|---|
| dc.creator | Poggio, Tomaso | - |
| dc.date | 2004-10-04T15:31:25Z | - |
| dc.date | 2004-10-04T15:31:25Z | - |
| dc.date | 1990-12-01 | - |
| dc.date.accessioned | 2013-10-09T02:45:58Z | - |
| dc.date.available | 2013-10-09T02:45:58Z | - |
| dc.date.issued | 2013-10-09 | - |
| dc.identifier | AIM-1253 | - |
| dc.identifier | http://hdl.handle.net/1721.1/6559 | - |
| dc.identifier.uri | http://koha.mediu.edu.my:8181/xmlui/handle/1721 | - |
| dc.description | I wish to propose a quite speculative new version of the grandmother cell theory to explain how the brain, or parts of it, may work. In particular, I discuss how the visual system may learn to recognize 3D objects. The model would apply directly to the cortical cells involved in visual face recognition. I will also outline the relation of our theory to existing models of the cerebellum and of motor control. Specific biophysical mechanisms can be readily suggested as part of a basic type of neural circuitry that can learn to approximate multidimensional input-output mappings from sets of examples and that is expected to be replicated in different regions of the brain and across modalities. The main points of the theory are: -the brain uses modules for multivariate function approximation as basic components of several of its information processing subsystems. -these modules are realized as HyperBF networks (Poggio and Girosi, 1990a,b). -HyperBF networks can be implemented in terms of biologically plausible mechanisms and circuitry. The theory predicts a specific type of population coding that represents an extension of schemes such as look-up tables. I will conclude with some speculations about the trade-off between memory and computation and the evolution of intelligence. | - |
| dc.format | 2507547 bytes | - |
| dc.format | 1956243 bytes | - |
| dc.format | application/postscript | - |
| dc.format | application/pdf | - |
| dc.language | en_US | - |
| dc.relation | AIM-1253 | - |
| dc.title | A Theory of How the Brain Might Work | - |
| Appears in Collections: | MIT Items | |
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