Intelligent Video Monitor System Based on Neural Networks Analysis

2009 ◽  
Author(s):  
Rong Li ◽  
Li Zhu ◽  
Sheng-sheng Yu
Keyword(s):  
Neural Networks ◽  
Monitor System ◽  
Video Monitor ◽  
Networks Analysis

Intelligent monitor system based on cloud and convolutional neural networks

2016 ◽  
Vol 73 (7) ◽  
pp. 3260-3276 ◽  
Author(s):  
Binbin Yong ◽  
Gaofeng Zhang ◽  
Huaming Chen ◽  
Qingguo Zhou
Keyword(s):  
Neural Networks ◽  
Convolutional Neural Networks ◽  
Monitor System

scholarly journals Computational Principles of Supervised Learning in the Cerebellum

2018 ◽  
Vol 41 (1) ◽  
pp. 233-253 ◽  
Author(s):  
Jennifer L. Raymond ◽  
Javier F. Medina
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Supervised Learning ◽  
Brain Area ◽  
Future Research ◽  
Brain Areas ◽  
Adaptive Mechanisms ◽  
Networks Analysis ◽  
Artificial Neural ◽  
Organizational Principles

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.

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