# Feature Selection on MI with random extraneous features (Precision, Recall) Source: [Feature Selection on MI with random extraneous features (Precision, Recall)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:25.432Z Evaluation of Feature Selection performance on the synthetic dataset 'MI with random extraneous features', measured using Precision and Recall. 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 | Feature Selection | | Dataset (including any stated split) | MI with random extraneous features | | Metric | Precision | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Precision](): Higher is better; unit: SCALAR. - [Recall](): Higher is better; unit: SCALAR. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | XGBoost | 0.993 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 0.987 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 0.986 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 0.956 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 0.95 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 0.946 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 0.882 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 0.87 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 0.775 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 0.721 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 0.664 | Not recorded | 68fa71211e209131cea4f5bd | | AM | 0.646 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 0.588 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 0.582 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 0.553 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 0.401 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 0.331 | Not recorded | 68fa71211e209131cea4f5bd | ### XGBoost Precision: 0.993. Result ID: 69919c4e3a6c3148490956dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### Univariate Precision: 0.987. Result ID: 69919c4e3a6c3148490956d6. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### Univariate Precision: 0.986. Result ID: 69919c4e3a6c3148490956cd. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### XGBoost Precision: 0.956. Result ID: 69919c4e3a6c3148490956d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Deep Lasso Precision: 0.95. Result ID: 69919c4e3a6c3148490956d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Deep Lasso Precision: 0.946. Result ID: 69919c4e3a6c3148490956dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### 1L Lasso Precision: 0.882. Result ID: 69919c4e3a6c3148490956cf. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### AGL Precision: 0.87. Result ID: 69919c4e3a6c3148490956d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### AGL Precision: 0.775. Result ID: 69919c4e3a6c3148490956d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### 1L Lasso Precision: 0.721. Result ID: 69919c4e3a6c3148490956d8. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### RF Precision: 0.664. Result ID: 69919c4e3a6c3148490956db. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### AM Precision: 0.646. Result ID: 69919c4e3a6c3148490956d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Lasso Precision: 0.588. Result ID: 69919c4e3a6c3148490956ce. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### LassoNet Precision: 0.582. Result ID: 69919c4e3a6c3148490956d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### RF Precision: 0.553. Result ID: 69919c4e3a6c3148490956d3. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Lasso Precision: 0.401. Result ID: 69919c4e3a6c3148490956d7. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### LassoNet Precision: 0.331. Result ID: 69919c4e3a6c3148490956da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.