# Feature Selection on HE random extraneous features (Precision, Recall) Source: [Feature Selection on HE random extraneous features (Precision, Recall)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:25.361Z Evaluation of Feature Selection performance on the synthetic dataset 'HE 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) | HE 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 | | --- | --- | --- | --- | | AM | 1 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 1 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 1 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 1 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 1 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 1 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 1 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 0.989 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 0.985 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 0.963 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 0.963 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 0.963 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 0.963 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 0.952 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 0.948 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 0.937 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 0.919 | Not recorded | 68fa71211e209131cea4f5bd | ### AM Precision: 1. Result ID: 69919c4e3a6c31484909568e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### RF Precision: 1. Result ID: 69919c4e3a6c31484909568f. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### XGBoost Precision: 1. Result ID: 69919c4e3a6c314849095690. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Deep Lasso Precision: 1. Result ID: 69919c4e3a6c314849095691. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### RF Precision: 1. Result ID: 69919c4e3a6c314849095697. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### XGBoost Precision: 1. Result ID: 69919c4e3a6c314849095698. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### Deep Lasso Precision: 1. Result ID: 69919c4e3a6c314849095699. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### AGL Precision: 0.989. Result ID: 69919c4e3a6c31484909568c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### LassoNet Precision: 0.985. Result ID: 69919c4e3a6c31484909568d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Univariate Precision: 0.963. Result ID: 69919c4e3a6c314849095689. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Lasso Precision: 0.963. Result ID: 69919c4e3a6c31484909568a. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### Univariate Precision: 0.963. Result ID: 69919c4e3a6c314849095692. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### Lasso Precision: 0.963. Result ID: 69919c4e3a6c314849095693. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### AGL Precision: 0.952. Result ID: 69919c4e3a6c314849095695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### 1L Lasso Precision: 0.948. Result ID: 69919c4e3a6c314849095694. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"75"}. This record does not assert independent reproduction. ### 1L Lasso Precision: 0.937. Result ID: 69919c4e3a6c31484909568b. [Reporting paper]() Recorded evaluation configuration: {"% extraneous features":"50"}. This record does not assert independent reproduction. ### LassoNet Precision: 0.919. Result ID: 69919c4e3a6c314849095696. [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.