# Feature Selection on OT with random extraneous features (Precision, Recall) Source: [Feature Selection on OT with random extraneous features (Precision, Recall)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:25.450Z Evaluation of Feature Selection performance on the synthetic dataset 'OT 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) | OT 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 | | --- | --- | --- | --- | | Univariate | 100 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 100 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 100 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 99.5 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 99.2 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 99.2 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 98.5 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 97.4 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 96.9 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 96.3 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 93.3 | Not recorded | 68fa71211e209131cea4f5bd | | AM | 92 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 91.5 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 87.5 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 70.4 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 69.2 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 52.4 | Not recorded | 68fa71211e209131cea4f5bd | ### Univariate Precision: 100. Result ID: 69919c4e3a6c3148490956de. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Deep Lasso Precision: 100. Result ID: 69919c4e3a6c3148490956e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Univariate Precision: 100. Result ID: 69919c4e3a6c3148490956e7. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### RF Precision: 99.5. Result ID: 69919c4e3a6c3148490956ec. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### XGBoost Precision: 99.2. Result ID: 69919c4e3a6c3148490956e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Deep Lasso Precision: 99.2. Result ID: 69919c4e3a6c3148490956ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### RF Precision: 98.5. Result ID: 69919c4e3a6c3148490956e4. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### XGBoost Precision: 97.4. Result ID: 69919c4e3a6c3148490956ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### Lasso Precision: 96.9. Result ID: 69919c4e3a6c3148490956df. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Lasso Precision: 96.3. Result ID: 69919c4e3a6c3148490956e8. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### 1L Lasso Precision: 93.3. Result ID: 69919c4e3a6c3148490956e9. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### AM Precision: 92. Result ID: 69919c4e3a6c3148490956e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### 1L Lasso Precision: 91.5. Result ID: 69919c4e3a6c3148490956e0. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### AGL Precision: 87.5. Result ID: 69919c4e3a6c3148490956e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### AGL Precision: 70.4. Result ID: 69919c4e3a6c3148490956ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### LassoNet Precision: 69.2. Result ID: 69919c4e3a6c3148490956e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### LassoNet Precision: 52.4. Result ID: 69919c4e3a6c3148490956eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. Page 1 of 1. 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