Abstract:
:In many regions of the brain, information is represented by patterns of activity occurring over populations of neurons. Understanding the encoding of information in neural population activity is important both for grasping the fundamental computations underlying brain function, and for interpreting signals that may be useful for the control of prosthetic devices. We concentrate on the representation of information in neurons with Poisson spike statistics, in which information is contained in the average spike firing rate. We analyze the properties of population codes in terms of the tuning functions that describe individual neuron behavior. The discussion centers on three computational questions: first, what information is encoded in a population; second, how does the brain compute using populations; and third, when is a population optimal? To answer these questions, we discuss several methods for decoding population activity in an experimental setting. We also discuss how computation can be performed within the brain in networks of interconnected populations. Finally, we examine questions of optimal design of population codes that may help to explain their particular form and the set of variables that are best represented. We show that for population codes based on neurons that have a Poisson distribution of spike probabilities, the behavior and computational properties of the code can be understood in terms of the tuning properties of individual cells.
journal_name
Curr Opin Neurobioljournal_title
Current opinion in neurobiologyauthors
Sanger TDdoi
10.1016/s0959-4388(03)00034-5subject
Has Abstractpub_date
2003-04-01 00:00:00pages
238-49issue
2eissn
0959-4388issn
1873-6882pii
S0959438803000345journal_volume
13pub_type
杂志文章,评审abstract::The control of movement relies on the precision with which motor circuits are assembled during development. Spinal motor neurons (MNs) provide the trigger to signal the appropriate sequence of muscle contractions and initiate movement. This task is accommodated by the diversification of MNs into discrete subpopulation...
journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
pub_type: 杂志文章,评审
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
pub_type: 杂志文章,评审
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
pub_type: 杂志文章,评审
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
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journal_title:Current opinion in neurobiology
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abstract::Accepting, rejecting or modifying the many different theories of the cerebellum's role in the control of movement requires an understanding of the signals encoded in the discharge of cerebellar neurons and how those signals are transformed by the cerebellar circuitry. Particularly challenging is understanding the sens...
journal_title:Current opinion in neurobiology
pub_type: 杂志文章,评审
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