# Linear Regression on Superconductivity 20 MCAR injected (test) Source: [Linear Regression on Superconductivity 20 MCAR injected (test)]() Collection index: [llms.txt]() Data updated: 2026-03-19T08:38:44.551Z Evaluation of Linear Regression performance on the test split of the Superconductivity dataset, specifically using the 20% MCAR injected version. 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) | Superconductivity 20 MCAR injected (test) | | Metric | Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 19 of 19 | | 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. - [Percentage Samples Imputed](): Higher is better; unit: PERCENT. ## Recorded results | Method | Time (s) | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 0.0692 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 0.12 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 2.305 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 2.369 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 2.45 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 14.2 | Not recorded | 68fa77871e209131cea73d8c | | AC | 14.4 | Not recorded | 68fa77871e209131cea73d8c | | Active Cleaning | 14.75 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 18.5 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 33.16 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 34.17 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 35.5 | Not recorded | 68fa77871e209131cea73d8c | | AC | 53.16 | Not recorded | 68fa77871e209131cea73d8c | | AC | 96.4 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 794.8 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 851.1 | Not recorded | 68fa77871e209131cea73d8c | | AC | 1832.87 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 29165 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 30515 | Not recorded | 68fa77871e209131cea73d8c | ### Baseline Time (s): 0.0692. Result ID: 69bbb61347f34ce924a58d21. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 0.12. Result ID: 69bbb61347f34ce924a58d19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 2.305. Result ID: 69bbb61347f34ce924a58e2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method":"MR","Ground Truth MSE":"0.0088"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 2.369. Result ID: 69bbb61347f34ce924a58d15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 2.45. Result ID: 69bbb61347f34ce924a58e2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method":"AMR","Ground Truth MSE":"0.0088"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 14.2. Result ID: 69bbb61347f34ce924a58d1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### AC Time (s): 14.4. Result ID: 69bbb61347f34ce924a58d1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Active Cleaning Time (s): 14.75. Result ID: 69bbb61347f34ce924a58e2b. [Reporting paper]() Recorded evaluation configuration: {"Method":"AC","Ground Truth MSE":"0.0088"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 18.5. Result ID: 69bbb61347f34ce924a58d1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 33.16. Result ID: 69bbb61347f34ce924a58d16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Baseline Time (s): 34.17. Result ID: 69bbb61347f34ce924a58d22. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 35.5. Result ID: 69bbb61347f34ce924a58d1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### AC Time (s): 53.16. Result ID: 69bbb61347f34ce924a58d1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### AC Time (s): 96.4. Result ID: 69bbb61347f34ce924a58d1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Baseline Time (s): 794.8. Result ID: 69bbb61347f34ce924a58d24. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 851.1. Result ID: 69bbb61347f34ce924a58d18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### AC Time (s): 1832.87. Result ID: 69bbb61347f34ce924a58d20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 29165. Result ID: 69bbb61347f34ce924a58d17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Baseline Time (s): 30515. Result ID: 69bbb61347f34ce924a58d23. [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.