# Linear Regression on Concrete 60 Source: [Linear Regression on Concrete 60]() Collection index: [llms.txt]() Data updated: 2026-03-19T08:38:46.330Z Evaluation of Linear Regression models on the Concrete 60 dataset, reporting time taken, Mean Squared Error (MSE), and 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) | Concrete 60 | | 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 | | --- | --- | --- | --- | | Minimal Repair | 0.0246 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 0.0311 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 0.0346 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 0.0378 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 0.042 | Not recorded | 68fa77871e209131cea73d8c | | AC | 0.054 | Not recorded | 68fa77871e209131cea73d8c | | AC | 0.069 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 0.075 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 0.132 | Not recorded | 68fa77871e209131cea73d8c | | AC | 0.542 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 0.895 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 1.001 | Not recorded | 68fa77871e209131cea73d8c | | Almost Minimal Repair | 25.6 | Not recorded | 68fa77871e209131cea73d8c | | AC | 107.3 | Not recorded | 68fa77871e209131cea73d8c | | Minimal Repair | 782 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 801 | Not recorded | 68fa77871e209131cea73d8c | ### Minimal Repair Time (s): 0.0246. Result ID: 69bbb61347f34ce924a59028. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Baseline Time (s): 0.0311. Result ID: 69bbb61347f34ce924a59034. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 0.0346. Result ID: 69bbb61347f34ce924a59029. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Baseline Time (s): 0.0378. Result ID: 69bbb61347f34ce924a59035. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 0.042. Result ID: 69bbb61347f34ce924a5902c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### AC Time (s): 0.054. Result ID: 69bbb61347f34ce924a59030. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"KNN"}. This record does not assert independent reproduction. ### AC Time (s): 0.069. Result ID: 69bbb61347f34ce924a59031. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 0.075. Result ID: 69bbb61347f34ce924a5902d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MICE"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 0.132. Result ID: 69bbb61347f34ce924a5902f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### AC Time (s): 0.542. Result ID: 69bbb61347f34ce924a59033. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 0.895. Result ID: 69bbb61347f34ce924a5902b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Baseline Time (s): 1.001. Result ID: 69bbb61347f34ce924a59037. [Reporting paper]() Recorded evaluation configuration: {"Imputation Method":"MF"}. This record does not assert independent reproduction. ### Almost Minimal Repair Time (s): 25.6. Result ID: 69bbb61347f34ce924a5902e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### AC Time (s): 107.3. Result ID: 69bbb61347f34ce924a59032. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Minimal Repair Time (s): 782. Result ID: 69bbb61347f34ce924a5902a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Method":"TCSDI"}. This record does not assert independent reproduction. ### Baseline Time (s): 801. Result ID: 69bbb61347f34ce924a59036. [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.