Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis

Xiangyun Kong; Tienan Chu

doi:10.3969/j.issn.1000-0801.2013.12.020

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Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis

Operational Innovation Forum | 更新时间：2024-06-05

- Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis
- Telecommunications Science Vol. 29, Issue 12, Pages: 125-128(2013)
- 作者机构：
- 作者简介：
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- DOI：10.3969/j.issn.1000-0801.2013.12.020
  CLC：
- Published Online：2013-12，
  
  Published：20 December 2013
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Xiangyun Kong, Tienan Chu. Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis[J]. Telecommunications science, 2013, 29(12): 125-128.
DOI：

Xiangyun Kong, Tienan Chu. Design and Implementation of an Integrated Network Management System Based on Principal Component Analysis[J]. Telecommunications science, 2013, 29(12): 125-128. DOI： 10.3969/j.issn.1000-0801.2013.12.020.

摘要

在大数据时代，能否有效利用数据已经成为决定运营商竞争力的重要因素。当前运营商对网络数据分析的主要方法是基于数据仓库进行联机分析处理（OLAP）。OLAP的性能严重依赖数据模型的预先定义，其无法对业务和状态实时变化的现有网络情况进行及时有效的跟踪，针对这一问题提出了一种基于主成分分析的网络数据挖掘方法，并通过对实际网络数据的分析、比较，验证了该方法的有效性。

Abstract

In the big data era

efficient using of data has become an important factor in determining the competitiveness of operators. Currently the main method for network operators in data analysis is OLAP based on data warehouse. As the performance of OLAP analysis relies heavily on pre-defined data model

it's difficult for the system track the real-time changes of wireless network

which cause the current network management system always doesn't meet the actual needs of operators. A method to solve the above mentioned problem based on principal component analysis was presented

and the implementation example and the comparison of the method were given.

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references

Eryilmaz A , Srikant R . Fair resource allocation in wireless networks using queue-length-based scheduling and congestion control . IEEE/ACM Transactions on Networking , 2007 , 15 (（ 6 ）: 1333 ～ 1344

Shlens J . A tutorial on principal component analysis . http://www. docin.com/p-422532195.html http://www. docin.com/p-422532195.html , 2009

Inmon W H . 数据仓库 . 北京：机械工业出版社， 2000

张维明 . 数据仓库原理与应用 . 北京：电子工业出版社， 2002

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