# Feature Selection on JA with random extraneous features Source: [Feature Selection on JA with random extraneous features]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:00:21.601Z Evaluation of Feature Selection performance on the synthetic dataset named 'JA with random extraneous features', measured using ROC-AUC. 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 | ROC AUC | | 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 - [ROC AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROC AUC | Result date | Report paper | | --- | --- | --- | --- | | Lasso | 77 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 76.2 | Not recorded | 68fa71211e209131cea4f5bd | | AM | 75.9 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 75 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 74.6 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 73.9 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 73.7 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 73.5 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 73.1 | Not recorded | 68fa71211e209131cea4f5bd | | Forest | 73 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 72.9 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 72.6 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 71.6 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 70.6 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 69.9 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 67.4 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 61.3 | Not recorded | 68fa71211e209131cea4f5bd | ### Lasso ROC AUC: 77. Result ID: 69919c4e3a6c31484909560b. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### Deep Lasso ROC AUC: 76.2. Result ID: 69919c4e3a6c314849095611. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### AM ROC AUC: 75.9. Result ID: 69919c4e3a6c314849095606. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### XGBoost ROC AUC: 75. Result ID: 69919c4e3a6c314849095608. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### AGL ROC AUC: 74.6. Result ID: 69919c4e3a6c314849095604. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### 1L Lasso ROC AUC: 73.9. Result ID: 69919c4e3a6c31484909560c. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### XGBoost ROC AUC: 73.7. Result ID: 69919c4e3a6c314849095610. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### Lasso ROC AUC: 73.5. Result ID: 69919c4e3a6c314849095602. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Univariate ROC AUC: 73.1. Result ID: 69919c4e3a6c31484909560a. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### Forest ROC AUC: 73. Result ID: 69919c4e3a6c31484909560f. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### RF ROC AUC: 72.9. Result ID: 69919c4e3a6c314849095607. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### AGL ROC AUC: 72.6. Result ID: 69919c4e3a6c31484909560d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### 1L Lasso ROC AUC: 71.6. Result ID: 69919c4e3a6c314849095603. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Univariate ROC AUC: 70.6. Result ID: 69919c4e3a6c314849095601. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Deep Lasso ROC AUC: 69.9. Result ID: 69919c4e3a6c314849095609. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### LassoNet ROC AUC: 67.4. Result ID: 69919c4e3a6c314849095605. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### LassoNet ROC AUC: 61.3. Result ID: 69919c4e3a6c31484909560e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.