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Item-CF 实验报告

本次运行做了什么

  • 从 MovieLens 32M 读取:全量数据。
  • 将评分大于等于 4.0 的记录当作正反馈。
  • 使用 sklearn 的近邻模型计算电影之间的余弦相似度。

指标

  • precision@100.0000
  • recall@100.0000

推荐样例

title genres score
You Killed Me First (1985) Drama 13.8645
Strip-tease (1963) Drama 13.6366
Failure (2013) Comedy 13.2233
A Boring Story (1983) (no genres listed) 8.08139
Dialogues with Solzhenitsyn (Uzel) (1999) Documentary 7.68901
The Third Annual 'On Cinema' Oscar Special (2015) Comedy 6.81117
Life of Her Own, A (1950) Drama 6.36396
Fatty Drives the Bus (1999) Comedy 6.36396
Lost on Journey (2010) Comedy 6.24919
Special 26 (2013) Crime Drama