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一种基于时间戳的新闻推荐模型

史艳翠 戴浩男 石和平 汪圣洁 杨硕珩 钟惠军

计算机应用与软件2016,Vol.33Issue(6):40-43,4.
计算机应用与软件2016,Vol.33Issue(6):40-43,4.DOI:10.3969/j.issn.1000-386x.2016.06.010

一种基于时间戳的新闻推荐模型

A NEWS RECOMMENDER MODEL BASED ON TIMESTAMP

史艳翠 1戴浩男 1石和平 1汪圣洁 1杨硕珩 1钟惠军1

作者信息

  • 1. 天津科技大学计算机科学与信息工程学院 天津300457
  • 折叠

摘要

Abstract

Rapid development of Internet makes it difficult for users to find the interested news from“information ocean”.It has been the hot issue and challenge in current studies that how to accurately recommend the personalised news to users meeting their requirements.In the paper,we introduced the timestamp into news recommendation model in order to improve the accuracy of the news recommender system. First,we employed the word segmentation tool to segment the news titles and news contents into words,and introduced the time weighting function to compute the preference of users on individual word segmentation.When predicting users preference,we were not just based on the preference of users themselves,the improved collaborative filtering method was also applied in prediction.Finally,the news recommendation was achieved by integrating the derived preference values.Experimental results showed that the proposed model could not only improve the accuracy of news recommender system,it also shortened the responding time of model building as well.

关键词

时间戳/稀疏性/分词/新闻推荐

Key words

Timestamp/Scarcity/Word segmentation/News recommendation

分类

信息技术与安全科学

引用本文复制引用

史艳翠,戴浩男,石和平,汪圣洁,杨硕珩,钟惠军..一种基于时间戳的新闻推荐模型[J].计算机应用与软件,2016,33(6):40-43,4.

基金项目

国家自然科学基金项目 ()

计算机应用与软件

OACSTPCD

1000-386X

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