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Add the HIST and IGMTF model on Alpha360 (#1040)

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* Commit the code of HIST and IGMTF on Alpha360

* add stock index

* Update README.md

* delete useless code

* fix the bug of code format with black

* fix pylint bugs

* fix the bugs of pylint

* fix pylint bugs

* fix flake8
This commit is contained in:
Wentao Xu
2022-04-14 01:45:49 +08:00
committed by GitHub
parent 7bfc7e1797
commit 87926513cb
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examples/benchmarks/README.md
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@@ -65,6 +65,9 @@ The numbers shown below demonstrate the performance of the entire `workflow` of
| GATs (Petar Velickovic, et al.) | Alpha360 | 0.0476±0.00 | 0.3508±0.02 | 0.0598±0.00 | 0.4604±0.01 | 0.0824±0.02 | 1.1079±0.26 | -0.0894±0.03 |
| TCTS(Xueqing Wu, et al.) | Alpha360 | 0.0508±0.00 | 0.3931±0.04 | 0.0599±0.00 | 0.4756±0.03 | 0.0893±0.03 | 1.2256±0.36 | -0.0857±0.02 |
| TRA(Hengxu Lin, et al.) | Alpha360 | 0.0485±0.00 | 0.3787±0.03 | 0.0587±0.00 | 0.4756±0.03 | 0.0920±0.03 | 1.2789±0.42 | -0.0834±0.02 |
| IGMTF(Wentao Xu, et al.) | Alpha360 | 0.0480±0.00 | 0.3589±0.02 | 0.0606±0.00 | 0.4773±0.01 | 0.0946±0.02 | 1.3509±0.25 | -0.0716±0.02 |
| HIST(Wentao Xu, et al.) | Alpha360 | 0.0522±0.00 | 0.3530±0.01 | 0.0667±0.00 | 0.4576±0.01 | 0.0987±0.02 | 1.3726±0.27 | -0.0681±0.01 |
- The selected 20 features are based on the feature importance of a lightgbm-based model.
- The base model of DoubleEnsemble is LGBM.