Comparison of results from the proposed system and base methods
| Metric | SVR | MLPRegressor | Lasso regression | BayesianRidge | Proposed system |
|---|---|---|---|---|---|
| r2_score | 0.02396156237326541 | 0.903430709270961 | 0.07212224444914517 | 0.973760755266179 | 0.9874386149707637 |
| mean_absolute_error | 1.3914231007438331 | 0.3532405382998605 | 1.1176959291055109 | 0.12000069161608086 | 0.02104680144004431 |
| mean_squared_error | 2.6549665293246676 | 0.25038853416722306 | 2.779839379673221 | 0.06803411288368112 | 0.033231791747438386 |
| mean_squared_log_error | 0.16994458128649434 | 0.15123498513411204 | 0.17843386082033053 | 0.0030741688251750576 | 0.0013806880733000701 |
| Training Time (seconds) | 40.97 | 22.92 | 0.04 | 0.03 | 103.52 |
| Metric | SVR | MLPRegressor | Lasso regression | BayesianRidge | Proposed system |
|---|---|---|---|---|---|
| r2_score | 0.02396156237326541 | 0.903430709270961 | 0.07212224444914517 | 0.973760755266179 | 0.9874386149707637 |
| mean_absolute_error | 1.3914231007438331 | 0.3532405382998605 | 1.1176959291055109 | 0.12000069161608086 | 0.02104680144004431 |
| mean_squared_error | 2.6549665293246676 | 0.25038853416722306 | 2.779839379673221 | 0.06803411288368112 | 0.033231791747438386 |
| mean_squared_log_error | 0.16994458128649434 | 0.15123498513411204 | 0.17843386082033053 | 0.0030741688251750576 | 0.0013806880733000701 |
| Training Time (seconds) | 40.97 | 22.92 | 0.04 | 0.03 | 103.52 |
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