pointwise、pairwise、listwise

2022-03-30  本文已影响0人  汉江岳

参考

  1. https://medium.com/@nikhilbd/pointwise-vs-pairwise-vs-listwise-learning-to-rank-80a8fe8fadfd
  2. https://zhuanlan.zhihu.com/p/111636490

个人理解

  1. 三者的区别在于在给出相关性得分时能看到几个文档。(At a high level, pointwise, pairwise and listwise approaches differ in how many documents you consider at a time in your loss function when training your model.)
  2. 性能依次:listwise > pairwise > pointwise
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