Computational Principles of Supervised Learning in the Cerebellum.

Abstract:

:Supervised learning plays a key role in the operation of many biological and artificial neural networks. Analysis of the computations underlying supervised learning is facilitated by the relatively simple and uniform architecture of the cerebellum, a brain area that supports numerous motor, sensory, and cognitive functions. We highlight recent discoveries indicating that the cerebellum implements supervised learning using the following organizational principles: ( a) extensive preprocessing of input representations (i.e., feature engineering), ( b) massively recurrent circuit architecture, ( c) linear input-output computations, ( d) sophisticated instructive signals that can be regulated and are predictive, ( e) adaptive mechanisms of plasticity with multiple timescales, and ( f) task-specific hardware specializations. The principles emerging from studies of the cerebellum have striking parallels with those in other brain areas and in artificial neural networks, as well as some notable differences, which can inform future research on supervised learning and inspire next-generation machine-based algorithms.

journal_name

Annu Rev Neurosci

authors

Raymond JL,Medina JF

doi

10.1146/annurev-neuro-080317-061948

subject

Has Abstract

pub_date

2018-07-08 00:00:00

pages

233-253

eissn

0147-006X

issn

1545-4126

journal_volume

41

pub_type

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