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基于时间间隔和点击量的Prefixspan改进算法

王娜娜 陈立潮 潘理虎 张英俊

计算机技术与发展2011,Vol.21Issue(10):81-84,4.
计算机技术与发展2011,Vol.21Issue(10):81-84,4.

基于时间间隔和点击量的Prefixspan改进算法

An Improved Prefixspan Algorithm Based on Time Interval and Click Quantity

王娜娜 1陈立潮 1潘理虎 1张英俊1

作者信息

  • 1. 太原科技大学计算机科学与技术学院,山西太原030024
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摘要

Abstract

The real-time character of customer behavior is one of the main factors for analyzing customer's internet consumption behavior. But it was ignored in the data mining algorithm of Prefixspan, so based on the concept of time interval sequence pattern, an improved algorithm integrated with time interval and click quantity was presented. In this algorithm, the concept of the frequent degree and time attribute was imported and the factors of time interval and click quantity was added, which made the mined dates had the real-time character, and improved the emphasis on sex of the mining object. The experiment shown that compared with the original algorithm, the improved algorithm was more precise, when used to mine the data set with real-time character,at the same time the mining efficiency has been improved effectively.

关键词

时间间隔/点击率/序列模式/数据挖掘

Key words

time interval/click quantity/sequence patterns/data mining

分类

信息技术与安全科学

引用本文复制引用

王娜娜,陈立潮,潘理虎,张英俊..基于时间间隔和点击量的Prefixspan改进算法[J].计算机技术与发展,2011,21(10):81-84,4.

基金项目

山西省自然科学基金资助项目(2009011022-1) (2009011022-1)

计算机技术与发展

OACSTPCD

1673-629X

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