视频类
Netflix:很多方法的融合,可以参考blog。
Hulu:主要是item based CF,参考官方博客上的文章。
Youtube:开始是random walk,后来改为类似item based CF的方法,这是他们算法团队发表的论文。recsyschina上的点评, 豆瓣阿稳的点评。
图书类
Amazon:好多方法都用了,主要是 item based CF,参考Greg Linden的论文。这里讨论了一下其推荐系统的有效性;另外,这篇博客有一个简要的讨论,包含pandora的推荐方法。
资讯类
google news:用了CF和bayesian的方法:CF论文,bayesian论文。
digg:算法是 热门度+topic driven user based CF,官方博客找不到了,算法说明在这里。项亮的点评。
zite:可以参考这里。
音乐类
last.fm:用的是CF,参考这里。
yahoo music:参考Koren的论文。
pandora:音乐基因项目,主要依赖专家标注。参考这里,和这里,以及一篇对比的文章。
社交类
facebook:算法叫Edgerank, 参考这里。
twitter:主要场景是推荐其它用户,参考官方介绍,以及这里。
linkedin:负责人是Christian Posse,他在kdd2012上的slides。或者参考他们刚发表的论文,以及这里。
综合推荐
stumbleupon: 参考这里,网页上的图打不开了,放在下面。一篇综述的文章。

最后,以下是几篇不错的关于推荐系统的文章。
比较杂的:相关性时代,推荐系统的机会,推荐系统的挑战,无处不在的推荐,推荐系统微观点
豆瓣阿稳的:推荐算法与推荐产品,集体智慧vs专家智慧,推荐算法vs过滤系统
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