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tabnet#205

Merged
you-n-g merged 3 commits intomicrosoft:mainmicrosoft/qlib:mainfrom
javaThonc:tabnetCopy head branch name to clipboard
Jan 22, 2021
Merged

tabnet#205
you-n-g merged 3 commits intomicrosoft:mainmicrosoft/qlib:mainfrom
javaThonc:tabnetCopy head branch name to clipboard

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@javaThonc
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updating Tabnet model and its performance on Alpha 158

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ghost commented Jan 21, 2021

CLA assistant check
All CLA requirements met.

| XGBoost (Tianqi Chen, et al.) | Alpha158 | 0.0481±0.00 | 0.3659±0.00| 0.0495±0.00 | 0.4033±0.00 | 0.1111±0.00 | 1.2915±0.00| -0.0893±0.00 |
| LightGBM (Guolin Ke, et al.) | Alpha158 | 0.0475±0.00 | 0.3979±0.00| 0.0485±0.00 | 0.4123±0.00 | 0.1143±0.00 | 1.2744±0.00| -0.0800±0.00 |
| MLP | Alpha158 | 0.0358±0.00 | 0.2738±0.03| 0.0425±0.00 | 0.3221±0.01 | 0.0836±0.02 | 1.0323±0.25| -0.1127±0.02 |
| TabNet with pretrain (Sercan O. Arikm et al) | Alpha158 | 0.0344±0.00|0.205±0.11|0.0398±0.00 |0.3479±0.01|0.0827±0.02|1.1141±0.32 |-0.0925±0.02 |
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How many times did you train the model to get this result?

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I trained it three times with different random seeds

from ...data.dataset.handler import DataHandlerLP


class TabNet_Model(Model):
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fixed!

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you-n-g commented Jan 22, 2021

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@you-n-g you-n-g merged commit 2b6d16f into microsoft:main Jan 22, 2021
you-n-g pushed a commit to you-n-g/qlib that referenced this pull request Aug 16, 2025
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