# Regression on Power Plant (MSE) Source: [Regression on Power Plant (MSE)]() Collection index: [llms.txt]() Data updated: 2026-03-10T09:09:51.754Z Evaluation of model performance on the Regression task using the Power Plant dataset, measured using Mean Squared Error (MSE). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Regression | | Dataset (including any stated split) | Power Plant | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | Gradient Boost | 0.0315 | Not recorded | 68fa78d21e209131cea7a98e | | XGBoost | 0.0319 | Not recorded | 68fa78d21e209131cea7a98e | | CatBoost | 0.0325 | Not recorded | 68fa78d21e209131cea7a98e | | Random Forest | 0.0363 | Not recorded | 68fa78d21e209131cea7a98e | | Random Forest | 0.0375 | Not recorded | 68fa78d21e209131cea7a98e | | XGBoost | 0.0375 | Not recorded | 68fa78d21e209131cea7a98e | | SVR | 0.0489 | Not recorded | 68fa78d21e209131cea7a98e | | SVR | 0.0534 | Not recorded | 68fa78d21e209131cea7a98e | | Gradient Boost | 0.0538 | Not recorded | 68fa78d21e209131cea7a98e | | Decision Tree | 0.0551 | Not recorded | 68fa78d21e209131cea7a98e | | Neural Network | 0.0567 | Not recorded | 68fa78d21e209131cea7a98e | | CatBoost | 0.0568 | Not recorded | 68fa78d21e209131cea7a98e | | Neural Network | 0.0612 | Not recorded | 68fa78d21e209131cea7a98e | | Linear Regression | 0.0713 | Not recorded | 68fa78d21e209131cea7a98e | | Lasso | 0.0713 | Not recorded | 68fa78d21e209131cea7a98e | | Linear Regression | 0.0714 | Not recorded | 68fa78d21e209131cea7a98e | | Lasso | 0.0718 | Not recorded | 68fa78d21e209131cea7a98e | | Decision Tree | 0.1175 | Not recorded | 68fa78d21e209131cea7a98e | ### Gradient Boost MSE: 0.0315. Result ID: 69afdfd96dbb7075b958717c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"LAMBDA","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### XGBoost MSE: 0.0319. Result ID: 69afdfd96dbb7075b958717e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"LAMBDA","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### CatBoost MSE: 0.0325. Result ID: 69afdfd96dbb7075b9587180. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"LAMBDA","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Random Forest MSE: 0.0363. Result ID: 69afdfd96dbb7075b958717b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"R","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Random Forest MSE: 0.0375. Result ID: 69afdfd96dbb7075b958717a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"LAMBDA","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### XGBoost MSE: 0.0375. Result ID: 69afdfd96dbb7075b958717f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"R","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### SVR MSE: 0.0489. Result ID: 69afdfd96dbb7075b9587175. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"R","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### SVR MSE: 0.0534. Result ID: 69afdfd96dbb7075b9587174. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"LAMBDA","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Gradient Boost MSE: 0.0538. Result ID: 69afdfd96dbb7075b958717d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"R","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Decision Tree MSE: 0.0551. Result ID: 69afdfd96dbb7075b9587178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"LAMBDA","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Neural Network MSE: 0.0567. Result ID: 69afdfd96dbb7075b9587177. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"R","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### CatBoost MSE: 0.0568. Result ID: 69afdfd96dbb7075b9587181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"R","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Neural Network MSE: 0.0612. Result ID: 69afdfd96dbb7075b9587176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"LAMBDA","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Linear Regression MSE: 0.0713. Result ID: 69afdfd96dbb7075b9587171. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"R","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Lasso MSE: 0.0713. Result ID: 69afdfd96dbb7075b9587173. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"R","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Linear Regression MSE: 0.0714. Result ID: 69afdfd96dbb7075b9587170. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"LAMBDA","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Lasso MSE: 0.0718. Result ID: 69afdfd96dbb7075b9587172. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"LAMBDA","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Decision Tree MSE: 0.1175. Result ID: 69afdfd96dbb7075b9587179. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Analysis Tool":"R","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.