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## 智能化开源漏洞工程赛
参赛队伍:沉淀,顶峰相见
作者:袁建硕
时间2024-06-17
### 0x01 前言
### 0x02 基准分数baseScore
采用了回归模型包括
| | MSE | RMSE |
| ------------------------- | ------------------ | ------------------ |
| LinearRegression | 1.5162174655140768 | 1.231347824748993 |
| DecisionTreeRegressor | 1.4816330316411745 | 1.217223492889114 |
| RandomForestRegressor | 1.481978287272637 | 1.2173653055975586 |
| SVR | 1.803217630237361 | 1.3428393910804677 |
| GradientBoostingRegressor | 1.4817876670257124 | 1.2172870109492306 |
| Ridge | 1.5162195385230772 | 1.2313486665128919 |
| Lasso | 2.5534142687481416 | 1.5979406336745248 |
采用神经网络
| | MSE | RMSE |
| ------------------ | ------------------ | ------------------ |
| Sequential | 3.514107078893173 | 1.8745951773364757 |
| SimpleRNN | 1.4956041306549503 | 1.2229489485072345 |
| NumericTransformer | 1.5015361180899518 | 1.2253718285034758 |