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Signed-off-by: QuantGo <[email protected]>
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chaos2024 committed Nov 16, 2023
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6 changes: 3 additions & 3 deletions README.md
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| Model Name | Paper | Type | IC | ICIR | Annualized Return | Information Ratio | Max Drawdown | Alpha | Information Ratio(alpha) | Max Drawdown(alpha) | PLOT |
|------------------------------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
|LSTM|[LINK]|RNN|0.09774|8.10504|24.60%|1.26978|26.16%|28.84%|2.15556|10.41%|[PLOT](./PLOT/backtest_result_lstm_single_d5_top400_drop400_alpha360.html)|
|GRU|[LINK]|RNN| 0.07913| 7.82825| 14.64% | 0.84717 | 27.88% | 18.64% | 1.68949 | 9.35% | [PLOT](./PLOT/backtest_result_gru_single_d5_top400_drop400_alpha360.html)|
|DA-RNN|[LINK](https://www.ijcai.org/Proceedings/2017/0366.pdf)| LSTM+TRANS| 0.06753 | 5.59841| 19.21% | 1.11488 | 26.43% | 23.12% | 2.71108 | 7.87% | [PLOT](./PLOT/backtest_result_alstm_single_d5_top400_drop400_alpha360.html) |
|LSTM|[LINK]|RNN|0.09134|7.47619|17.93%|0.96085|29.32%|22.01%|1.68747|12.28%|[PLOT](./PLOT/backtest_result_lstm_single_d5_top400_drop400_alpha360.html)|
|GRU|[LINK]|RNN| 0.08819| 7.85512| 22.11% | 1.21610 | 24.93% | 26.20% | 2.16575 | 9.15% | [PLOT](./PLOT/backtest_result_gru_single_d5_top400_drop400_alpha360.html)|
|DA-RNN|[LINK](https://www.ijcai.org/Proceedings/2017/0366.pdf)| LSTM+TRANS| 0.09456 | 8.28988| 22.17% | 1.19277 | 26.22% | 26.31% | 2.10914 | 9.20% | [PLOT](./PLOT/backtest_result_alstm_single_d5_top400_drop400_alpha360.html) |
|Transformer|
|Informer|
|Autoformer|
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11 changes: 6 additions & 5 deletions model_zoo/README.md
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| Model Name | Paper | Type | IC | ICIR | Annualized Return | Information Ratio | Max Drawdown | Alpha | Information Ratio(alpha) | Max Drawdown(alpha) | PLOT |
|------------------------------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
|Linear|[LINK]|LINEAR|0.07515|4.30512|6.84%|0.45324|27.61%|10.36%|0.83945|12.79%|[PLOT](./PLOT/backtest_result_linear_single_d5_top400_drop400_alpha360.html)|
|Linear|[LINK]()|LINEAR|0.07515|4.30512|6.84%|0.45324|27.61%|10.36%|0.83945|12.79%|[PLOT](./PLOT/backtest_result_linear_single_d5_top400_drop400_alpha360.html)|
|CATBOOST| [LINK](https://proceedings.neurips.cc/paper/2018/file/14491b756b3a51daac41c24863285549-Paper.pdf)| TREE | 0.07899| 4.86365| 9.65% | 0.57736 | 30.68% | 13.46% | 1.62153 | 12.30% | [PLOT](./PLOT/backtest_result_catboost_single_d5_top400_drop400_alpha360.html)
|LGBM|[LINK]|TREE|0.07497|4.44188|7.20%|0.45381|32.82%|11.03%|0.89911|12.91%|[PLOT](./PLOT/backtest_result_lightgbm_single_d5_top400_drop400_alpha360.html)
|LGBM|[LINK]()|TREE|0.07497|4.44188|7.20%|0.45381|32.82%|11.03%|0.89911|12.91%|[PLOT](./PLOT/backtest_result_lightgbm_single_d5_top400_drop400_alpha360.html)
|DoubleEnsemble|[LINK](https://arxiv.org/pdf/2010.01265.pdf)|TREE| 0.07555|4.30537|6.13%|0.39556|34.53%|10.00%|0.78544|14.05%|[PLOT](./PLOT/backtest_result_doubleensemble_single_d5_top400_drop400_alpha360.html)|
|MLP|[LINK]|MLP|0.07093|6.27798|13.44%|0.83009|20.08%|17.02%|1.44013|10.59|[PLOT](./PLOT/backtest_result_mlp_single_d5_top400_drop400_alpha360.html)|
|MLP|[LINK]()|MLP|0.07093|6.27798|13.44%|0.83009|20.08%|17.02%|1.44013|10.59|[PLOT](./PLOT/backtest_result_mlp_single_d5_top400_drop400_alpha360.html)|


#### 时序模型

| Model Name | Paper | Type | IC | ICIR | Annualized Return | Information Ratio | Max Drawdown | Alpha | Information Ratio(alpha) | Max Drawdown(alpha) | PLOT |
|------------------------------------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
|LSTM|[LINK]|RNN|0.09774|8.10504|24.60%|1.26978|26.16%|28.84%|2.15556|10.41%|[PLOT](./PLOT/backtest_result_lstm_single_d5_top400_drop400_alpha360.html)|
|GRU|[LINK]|RNN| 0.07913| 7.82825| 14.64% | 0.84717 | 27.88% | 18.64% | 1.68949 | 9.35% | [PLOT](./PLOT/backtest_result_gru_single_d5_top400_drop400_alpha360.html)|
|LSTM|[LINK]()|RNN|0.09774|8.10504|24.60%|1.26978|26.16%|28.84%|2.15556|10.41%|[PLOT](./PLOT/backtest_result_lstm_single_d5_top400_drop400_alpha360.html)|
|GRU|[LINK]()|RNN| 0.07913| 7.82825| 14.64% | 0.84717 | 27.88% | 18.64% | 1.68949 | 9.35% | [PLOT](./PLOT/backtest_result_gru_single_d5_top400_drop400_alpha360.html)|
|DA-RNN|[LINK](https://www.ijcai.org/Proceedings/2017/0366.pdf)| LSTM+TRANS| 0.06753 | 5.59841| 19.21% | 1.11488 | 26.43% | 23.12% | 2.71108 | 7.87% | [PLOT](./PLOT/backtest_result_alstm_single_d5_top400_drop400_alpha360.html) |
|TCN|[LINK]()|CNN|0.07505|4.75362|12.05%|0.76158|25.32%|15.48%|1.26948|12.11%|[PLOT](./PLOT/backtest_result_tcn_single_d5_top400_drop400_alpha360.html)|
|Transformer|
|Informer|
|Autoformer|
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