# Feature Selection on JA with random extraneous features (Precision/Recall) Source: [Feature Selection on JA with random extraneous features (Precision/Recall)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:25.415Z Evaluation of Feature Selection performance on the synthetic dataset 'JA 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) | JA with random extraneous features | | Metric | Precision | | Unit | PERCENT | | 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: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | XGBoost | 98.1 | Not recorded | 68fa71211e209131cea4f5bd | | AM | 67.6 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 66.5 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 66.1 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 66.1 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 64.8 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 64.4 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 64.4 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 64.1 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 62.2 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 57.6 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 56.7 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 55.9 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 54.1 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 53.7 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 53.1 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 41.5 | Not recorded | 68fa71211e209131cea4f5bd | ### XGBoost Precision: 98.1. Result ID: 69919c4e3a6c3148490956c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### AM Precision: 67.6. Result ID: 69919c4e3a6c3148490956c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### AGL Precision: 66.5. Result ID: 69919c4e3a6c3148490956bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Lasso Precision: 66.1. Result ID: 69919c4e3a6c3148490956bd. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### RF Precision: 66.1. Result ID: 69919c4e3a6c3148490956c2. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Univariate Precision: 64.8. Result ID: 69919c4e3a6c3148490956bc. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### 1L Lasso Precision: 64.4. Result ID: 69919c4e3a6c3148490956be. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### LassoNet Precision: 64.4. Result ID: 69919c4e3a6c3148490956c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Deep Lasso Precision: 64.1. Result ID: 69919c4e3a6c3148490956c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Lasso Precision: 62.2. Result ID: 69919c4e3a6c3148490956c6. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### Deep Lasso Precision: 57.6. Result ID: 69919c4e3a6c3148490956cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### XGBoost Precision: 56.7. Result ID: 69919c4e3a6c3148490956cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### RF Precision: 55.9. Result ID: 69919c4e3a6c3148490956ca. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### AGL Precision: 54.1. Result ID: 69919c4e3a6c3148490956c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### Univariate Precision: 53.7. Result ID: 69919c4e3a6c3148490956c5. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### 1L Lasso Precision: 53.1. Result ID: 69919c4e3a6c3148490956c7. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### LassoNet Precision: 41.5. Result ID: 69919c4e3a6c3148490956c9. [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.