5 Commits

Author SHA1 Message Date
Jiaming Yuan
98d6faefd6
Implement slope for Pseduo-Huber. (#7727)
* Add objective and metric.
* Some refactoring for CPU/GPU dispatching using linalg module.
2022-03-14 21:42:38 +08:00
Jiaming Yuan
0f7a9b42f1
Use double precision in metric calculation. (#7364) 2021-11-02 12:00:32 +08:00
Jiaming Yuan
d4349426d8
Re-implement PR-AUC. (#7297)
* Support binary/multi-class classification, ranking.
* Add documents.
* Handle missing data.
2021-10-26 13:07:50 +08:00
Jiaming Yuan
44cc9c04ea
Fix multiclass auc with empty dataset. (#6947) 2021-05-12 15:01:14 +08:00
Jiaming Yuan
bcc0277338
Re-implement ROC-AUC. (#6747)
* Re-implement ROC-AUC.

* Binary
* MultiClass
* LTR
* Add documents.

This PR resolves a few issues:
  - Define a value when the dataset is invalid, which can happen if there's an
  empty dataset, or when the dataset contains only positive or negative values.
  - Define ROC-AUC for multi-class classification.
  - Define weighted average value for distributed setting.
  - A correct implementation for learning to rank task.  Previous
  implementation is just binary classification with averaging across groups,
  which doesn't measure ordered learning to rank.
2021-03-20 16:52:40 +08:00