MapReduce Based Parallel Neural Networks in Enabling Large Scale Machine Learning
Joint Authors
Liu, Yang
Yang, Jie
Huang, Yuan
Xu, Lixiong
Li, Siguang
Qi, Man
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-11-22
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
Artificial neural networks (ANNs) have been widely used in pattern recognition and classification applications.
However, ANNs are notably slow in computation especially when the size of data is large.
Nowadays, big data has received a momentum from both industry and academia.
To fulfill the potentials of ANNs for big data applications, the computation process must be speeded up.
For this purpose, this paper parallelizes neural networks based on MapReduce, which has become a major computing model to facilitate data intensive applications.
Three data intensive scenarios are considered in the parallelization process in terms of the volume of classification data, the size of the training data, and the number of neurons in the neural network.
The performance of the parallelized neural networks is evaluated in an experimental MapReduce computer cluster from the aspects of accuracy in classification and efficiency in computation.
American Psychological Association (APA)
Liu, Yang& Yang, Jie& Huang, Yuan& Xu, Lixiong& Li, Siguang& Qi, Man. 2015. MapReduce Based Parallel Neural Networks in Enabling Large Scale Machine Learning. Computational Intelligence and Neuroscience،Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1057681
Modern Language Association (MLA)
Liu, Yang…[et al.]. MapReduce Based Parallel Neural Networks in Enabling Large Scale Machine Learning. Computational Intelligence and Neuroscience No. 2015 (2015), pp.1-13.
https://search.emarefa.net/detail/BIM-1057681
American Medical Association (AMA)
Liu, Yang& Yang, Jie& Huang, Yuan& Xu, Lixiong& Li, Siguang& Qi, Man. MapReduce Based Parallel Neural Networks in Enabling Large Scale Machine Learning. Computational Intelligence and Neuroscience. 2015. Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1057681
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1057681