參考
- https://medium.com/@nikhilbd/pointwise-vs-pairwise-vs-listwise-learning-to-rank-80a8fe8fadfd
- https://zhuanlan.zhihu.com/p/111636490
個(gè)人理解
- 三者的區(qū)別在于在給出相關(guān)性得分時(shí)能看到幾個(gè)文檔。(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.)
- 性能依次:listwise > pairwise > pointwise