# Feature Selection on MI with random extraneous features Source: [Feature Selection on MI with random extraneous features]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:00:21.616Z Evaluation of Feature Selection performance on the synthetic dataset named 'MI 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) | MI 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 | | --- | --- | --- | --- | | XGBoost | 100 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 99.3 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 99.3 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 96.8 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 95.9 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 95.7 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 94.7 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 92.5 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 89.1 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 83 | Not recorded | 68fa71211e209131cea4f5bd | | AM | 70.4 | Not recorded | 68fa71211e209131cea4f5bd | | Forest | 70 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 63 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 59.7 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 59.6 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 55.9 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 44.8 | Not recorded | 68fa71211e209131cea4f5bd | ### XGBoost ROC AUC: 100. Result ID: 69919c4e3a6c314849095621. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### Univariate ROC AUC: 99.3. Result ID: 69919c4e3a6c314849095612. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Univariate ROC AUC: 99.3. Result ID: 69919c4e3a6c31484909561b. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### XGBoost ROC AUC: 96.8. Result ID: 69919c4e3a6c314849095619. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Deep Lasso ROC AUC: 95.9. Result ID: 69919c4e3a6c314849095622. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### Deep Lasso ROC AUC: 95.7. Result ID: 69919c4e3a6c31484909561a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### 1L Lasso ROC AUC: 94.7. Result ID: 69919c4e3a6c314849095614. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### AGL ROC AUC: 92.5. Result ID: 69919c4e3a6c314849095615. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### AGL ROC AUC: 89.1. Result ID: 69919c4e3a6c31484909561e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### 1L Lasso ROC AUC: 83. Result ID: 69919c4e3a6c31484909561d. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### AM ROC AUC: 70.4. Result ID: 69919c4e3a6c314849095617. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Forest ROC AUC: 70. Result ID: 69919c4e3a6c314849095620. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### LassoNet ROC AUC: 63. Result ID: 69919c4e3a6c314849095616. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Lasso ROC AUC: 59.7. Result ID: 69919c4e3a6c31484909561c. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### Lasso ROC AUC: 59.6. Result ID: 69919c4e3a6c314849095613. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### RF ROC AUC: 55.9. Result ID: 69919c4e3a6c314849095618. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### LassoNet ROC AUC: 44.8. Result ID: 69919c4e3a6c31484909561f. [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.