# Outlier Detection on WDBC ADBench Source: [Outlier Detection on WDBC ADBench]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:24.662Z Evaluation of Outlier Detection performance on the WDBC component of the ADBench suite, reporting AUROC and AUPRC. 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 | Outlier Detection | | Dataset (including any stated split) | WDBC ADBench | | Metric | AUROC | | 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 - [AUROC](): Higher is better; unit: PERCENT. - [AUPRC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | LOF | 99.1 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 98.46 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 98.43 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 98.4 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 98.38 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 97.97 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 97.06 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 97 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 96.3 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 95.01 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 93.63 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 89.19 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA+MLP | 89.1 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 86.33 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 84.37 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 70.2 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 30.17 | Not recorded | 68fa79e91e209131cea7feaf | ### LOF AUROC: 99.1. Result ID: 69b8fe5947f34ce924a0fcd3. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### IF AUROC: 98.46. Result ID: 69b8fe5947f34ce924a0fcd7. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### kNN AUROC: 98.43. Result ID: 69b8fe5947f34ce924a0fcd4. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### UniOD AUROC: 98.4. Result ID: 69b8fe5947f34ce924a0fce2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 98.38. Result ID: 69b8fe5947f34ce924a0fcd5. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 97.97. Result ID: 69b8fe5947f34ce924a0fcdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ECOD AUROC: 97.06. Result ID: 69b8fe5947f34ce924a0fcdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DSVDD AUROC: 97. Result ID: 69b8fe5947f34ce924a0fcd9. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### MetaOD AUROC: 96.3. Result ID: 69b8fe5947f34ce924a0fce1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KDE AUROC: 95.01. Result ID: 69b8fe5947f34ce924a0fcd2. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DPAD AUROC: 93.63. Result ID: 69b8fe5947f34ce924a0fcde. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LODA AUROC: 89.19. Result ID: 69b8fe5947f34ce924a0fcd8. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KPCA+MLP AUROC: 89.1. Result ID: 69b8fe5947f34ce924a0fce0. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ICL AUROC: 86.33. Result ID: 69b8fe5947f34ce924a0fcdc. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### AE AUROC: 84.37. Result ID: 69b8fe5947f34ce924a0fcd6. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### SLAD AUROC: 70.2. Result ID: 69b8fe5947f34ce924a0fcdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 30.17. Result ID: 69b8fe5947f34ce924a0fcda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.