# Linear Regression on Concrete 60% MNAR Source: [Linear Regression on Concrete 60% MNAR]() Collection index: [llms.txt]() Data updated: 2026-03-19T08:38:46.086Z Evaluation of Linear Regression performance on the Concrete dataset configured with 60% Missing Not At Random (MNAR) data corruption. Metrics include computational time, Mean Squared Error (MSE), and imputation success rate. 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) | Concrete 60% MNAR | | 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. - [Impute Samples (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Time (s) | Result date | Report paper | | --- | --- | --- | --- | | minimal repair | 0.0246 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 0.0311 | Not recorded | 68fa77871e209131cea73d8c | | almost minimal repair | 0.0315 | Not recorded | 68fa77871e209131cea73d8c | | AC | 0.032 | Not recorded | 68fa77871e209131cea73d8c | | minimal repair | 0.0346 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 0.0378 | Not recorded | 68fa77871e209131cea73d8c | | almost minimal repair | 0.041 | Not recorded | 68fa77871e209131cea73d8c | | AC | 0.045 | Not recorded | 68fa77871e209131cea73d8c | | almost minimal repair | 0.098 | Not recorded | 68fa77871e209131cea73d8c | | AC | 0.526 | Not recorded | 68fa77871e209131cea73d8c | | minimal repair | 0.895 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 1.001 | Not recorded | 68fa77871e209131cea73d8c | | almost minimal repair | 14.8 | Not recorded | 68fa77871e209131cea73d8c | | AC | 79 | Not recorded | 68fa77871e209131cea73d8c | | minimal repair | 1039 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 1051 | Not recorded | 68fa77871e209131cea73d8c | ### minimal repair Time (s): 0.0246. Result ID: 69bbb61347f34ce924a58f12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### Baseline Time (s): 0.0311. Result ID: 69bbb61347f34ce924a58f1e. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### almost minimal repair Time (s): 0.0315. Result ID: 69bbb61347f34ce924a58f16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### AC Time (s): 0.032. Result ID: 69bbb61347f34ce924a58f1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### minimal repair Time (s): 0.0346. Result ID: 69bbb61347f34ce924a58f13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MICE"}. This record does not assert independent reproduction. ### Baseline Time (s): 0.0378. Result ID: 69bbb61347f34ce924a58f1f. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"MICE"}. This record does not assert independent reproduction. ### almost minimal repair Time (s): 0.041. Result ID: 69bbb61347f34ce924a58f17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MICE"}. This record does not assert independent reproduction. ### AC Time (s): 0.045. Result ID: 69bbb61347f34ce924a58f1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MICE"}. This record does not assert independent reproduction. ### almost minimal repair Time (s): 0.098. Result ID: 69bbb61347f34ce924a58f19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### AC Time (s): 0.526. Result ID: 69bbb61347f34ce924a58f1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### minimal repair Time (s): 0.895. Result ID: 69bbb61347f34ce924a58f15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### Baseline Time (s): 1.001. Result ID: 69bbb61347f34ce924a58f21. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### almost minimal repair Time (s): 14.8. Result ID: 69bbb61347f34ce924a58f18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. ### AC Time (s): 79. Result ID: 69bbb61347f34ce924a58f1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. ### minimal repair Time (s): 1039. Result ID: 69bbb61347f34ce924a58f14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. ### Baseline Time (s): 1051. Result ID: 69bbb61347f34ce924a58f20. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.