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针对资讯的用户建模和个性推荐系统

本项目主要是基于内容以及基于用户的协同过滤的推荐算法,将概率主题模型引入新闻推荐,在挖掘用户的主题兴趣基础上,完成新闻推荐系统的设计。

本项目使用到的核心算法有协同过滤算法、kNN监督学习、TF-IDF算法等。

采用MVC设计模式,前端采用Bootstrap框架设计,后台使用Java语言开发,JDBC连接MySQL数据库,API接口使用RESTful开发风格,引用JSONObject处理JSON数据,并且使用Mahout搭建推荐平台。

项目实现了多种功能,如:浏览资讯列表、浏览资讯详情、分类查看、动态加载、点赞点踩等,设计人性化,新闻实时化、推荐高质化。

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