Title
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications.
Abstract
Neural networks (NNs) are effective machine learning models that require significant hardware and energy consumption in their computing process. To implement NNs, stochastic computing (SC) has been proposed to achieve a tradeoff between hardware efficiency and computing performance. In an SC NN, hardware requirements and power consumption are significantly reduced by moderately sacrificing the inf...
Year
DOI
Venue
2021
10.1109/TNNLS.2020.3009047
IEEE Transactions on Neural Networks and Learning Systems
Keywords
DocType
Volume
Artificial neural networks,Neurons,Hardware,Machine learning,Biological neural networks,Training,Stochastic processes
Journal
32
Issue
ISSN
Citations 
7
2162-237X
2
PageRank 
References 
Authors
0.40
9
5
Name
Order
Citations
PageRank
Yidong Liu191.99
Siting Liu2152.41
Yanzhi Wang31082136.11
Fabrizio Lombardi45710.81
Jie Han586366.92