# Linear Regression on Gas 20 Source: [Linear Regression on Gas 20]() Collection index: [llms.txt]() Data updated: 2026-03-19T08:38:46.280Z Evaluation of Linear Regression performance on the Gas 20 dataset variant. Performance is measured by computational time, Mean Squared Error (MSE), and the percentage of imputed samples. 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 | Linear Regression | | Dataset (including any stated split) | Gas 20 | | Metric | Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [Time (s)](): Lower is better; unit: TIME. - [MSE](): Lower is better; unit: SCALAR. - [Imputed Samples (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Time (s) | Result date | Report paper | | --- | --- | --- | --- | | AC | 0.273 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 0.316 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 0.35 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 0.381 | Not recorded | 68fa77871e209131cea73d8c | | AC | 18.98 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 19.5 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 37.98 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 39.14 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 73.2 | Not recorded | 68fa77871e209131cea73d8c | | AC | 106.7 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 132.5 | Not recorded | 68fa77871e209131cea73d8c | | AC | 192.5 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 454.23 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 480.07 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 928 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 957 | Not recorded | 68fa77871e209131cea73d8c | ### AC Time (s): 0.273. Result ID: 69bbb61347f34ce924a58fe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 0.316. Result ID: 69bbb61347f34ce924a58fd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 0.35. Result ID: 69bbb61347f34ce924a58fdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Baseline Time (s): 0.381. Result ID: 69bbb61347f34ce924a58fe4. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### AC Time (s): 18.98. Result ID: 69bbb61347f34ce924a58fe1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 19.5. Result ID: 69bbb61347f34ce924a58fdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 37.98. Result ID: 69bbb61347f34ce924a58fd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Baseline Time (s): 39.14. Result ID: 69bbb61347f34ce924a58fe5. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 73.2. Result ID: 69bbb61347f34ce924a58fde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### AC Time (s): 106.7. Result ID: 69bbb61347f34ce924a58fe2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 132.5. Result ID: 69bbb61347f34ce924a58fdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### AC Time (s): 192.5. Result ID: 69bbb61347f34ce924a58fe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 454.23. Result ID: 69bbb61347f34ce924a58fdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Baseline Time (s): 480.07. Result ID: 69bbb61347f34ce924a58fe7. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 928. Result ID: 69bbb61347f34ce924a58fda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Baseline Time (s): 957. Result ID: 69bbb61347f34ce924a58fe6. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.