一种基于投影寻踪的电信网络数据处理方法

赵晋明

doi:10.11959/j.issn.1000-0801.2016322.

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一种基于投影寻踪的电信网络数据处理方法

运营技术广角 | 更新时间：2024-06-05

- 一种基于投影寻踪的电信网络数据处理方法
- Data processing method for telecom data based on projection pursuit
- 电信科学 2016年32卷第12期页码：144-148
- 作者机构：
- 作者简介：
  
  [ "赵晋明（1973-），男，山西省太原市文通电子有限公司研发主管，主要研究方向为网络管理系统的架构和关键算法，具有丰富的理论和工程经验，为中国移动通信集团公司等运营商解决了大量运维难题，并实现多项关键技术突破。" ]
- 基金信息：
- DOI：10.11959/j.issn.1000-0801.2016322.
  中图分类号： TN915
- 网络出版日期：2016-12，
  
  纸质出版日期：2016-12-20
- 稿件说明：
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赵晋明. 一种基于投影寻踪的电信网络数据处理方法[J]. 电信科学, 2016,32(12):144-148.

Jinming ZHAO. Data processing method for telecom data based on projection pursuit[J]. Telecommunications science, 2016, 32(12): 144-148.
赵晋明. 一种基于投影寻踪的电信网络数据处理方法[J]. 电信科学, 2016,32(12):144-148. DOI： 10.11959/j.issn.1000-0801.2016322..

Jinming ZHAO. Data processing method for telecom data based on projection pursuit[J]. Telecommunications science, 2016, 32(12): 144-148. DOI： 10.11959/j.issn.1000-0801.2016322..

摘要

在大数据时代，运营商采集和处理的数据出现了爆炸式增长。与此同时，采集数据维度增长使得从数据中提取信息的难度大大提高，导致了运营商新增的计算能力并没有带来与之匹配的信息处理能力提升。造成这一现象的主要原因在于并非所有维度上都有运营商关心的信息，过高的维度反而带来额外的噪音。因此，根据数据特性选择适当的维度十分必要。基于上述考虑，提出了一种基于投影寻踪的数据处理方法，并通过基于实际网络数据的对比验证了本文所述方案的有效性。

Abstract

In the big data era

the data which operator can collect and process is quickly growing. At the same time

due to the high dimension of the data

it is very difficult to extract and process information from them. This makes the waste of the computing capability of operators

even may lead to the decrease of performance due to the growth of the data dimension. The main reason of this phenomenon is that not all dimensions are interested with the information. Therefore

it is necessary to select the appropriate dimensions according to the data characteristics. Based on this

a data processing method based on projection pursuit was proposed. The result demonstrates the effectiveness of the scheme.

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references

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