Communication Network Time Series Prediction Algorithm Based on Big Data Method

被引:0
|
作者
Tao Wang
Minghui Wang
机构
[1] Sichuan University,College of Computer Science
[2] Hubei University for Nationalities,School of Science
来源
关键词
Mobile communication network; Time series; Big data; Prediction algorithm;
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学科分类号
摘要
In order to solve the low prediction accuracy and prediction rate of traditional time series prediction algorithm in the analysis of massive data, according to the characteristics of communication network performance index, time series prediction algorithm based on the big data method is proposed. In addition, based on the traditional three components of time series feature extraction, the concept of emergency component is introduced, and the outlier detection and processing as well as prediction analysis are carried out on the basis of the extraction results. The results show that the algorithm based on big data, through the analysis, fitting, modelling, and prediction of massive data, smaller granularity decomposition of the time series value is conducted, which significantly improved the credibility and accuracy of prediction. Based on the above findings, it is summarized that the time series prediction algorithm has good performance.
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页码:1041 / 1056
页数:15
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