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Big Data Analytics in Mobile Cellular Networks

delete2016-01-01
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OA
AI
Y
Ying He
F
F. Richard Yu
N
Nan Zhao
殷洪玺 封面图
殷洪玺 (Hongxi Yin)
H
Haipeng Yao *
R
Robert C. Qiu
DOI:10.1109/ACCESS.2016.2540520delete
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摘要

摘要

En 中文
Mobile cellular networks have become both the generators and carriers of massive data. Big data analytics can improve the performance of mobile cellular networks and maximize the revenue of operators. In this paper, we introduce a unified data model based on the random matrix theory and machine learning. Then, we present an architectural framework for applying the big data analytics in the mobile cellular networks. Moreover, we describe several illustrative examples, including big signaling data, big trafic data, big location data, big radio waveforms data, and big heterogeneous data, in mobile cellular networks. Finally, we discuss a number of open research challenges of the big data analytics in the mobile cellular networks.
Keyword:
Big data analytics
mobile cellular networks
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期刊

IEEE Access 封面图
IEEE Access
IF:
3.6
论文数:
9.8W
被引数:
29.4W

机构

B
beijing university of posts & telecommunications
学者数:
1.4W
论文数: 1.2W
被引数: 9
S
shanghai jiao tong university
学者数:
15.7W
论文数: 11.7W
被引数: 159
D
Dalian University of Technology
学者数:
6.0W
论文数: 4.4W
被引数: 5.5W
C
carleton university
学者数:
7.5K
论文数: 8.3K
被引数: 5
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