# Outlier Detection on Pima ADBench Source: [Outlier Detection on Pima ADBench]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:24.514Z Evaluation of Outlier Detection performance on the Pima dataset component within 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) | Pima 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 | | --- | --- | --- | --- | | kNN | 72.53 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 72.3 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 72.28 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 71.54 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 70.89 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 67.45 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 67.06 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 66.99 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 63.86 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 63.21 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA+MLP | 63.17 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 62.38 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 61.46 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 61.19 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 59.44 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 51.15 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 47.75 | Not recorded | 68fa79e91e209131cea7feaf | ### kNN AUROC: 72.53. Result ID: 69b8fe5947f34ce924a0fc6e. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### UniOD AUROC: 72.3. Result ID: 69b8fe5947f34ce924a0fc7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KDE AUROC: 72.28. Result ID: 69b8fe5947f34ce924a0fc6c. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 71.54. Result ID: 69b8fe5947f34ce924a0fc79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### MetaOD AUROC: 70.89. Result ID: 69b8fe5947f34ce924a0fc7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 67.45. Result ID: 69b8fe5947f34ce924a0fc6f. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### IF AUROC: 67.06. Result ID: 69b8fe5947f34ce924a0fc71. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LOF AUROC: 66.99. Result ID: 69b8fe5947f34ce924a0fc6d. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### AE AUROC: 63.86. Result ID: 69b8fe5947f34ce924a0fc70. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DSVDD AUROC: 63.21. Result ID: 69b8fe5947f34ce924a0fc73. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KPCA+MLP AUROC: 63.17. Result ID: 69b8fe5947f34ce924a0fc7a. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LODA AUROC: 62.38. Result ID: 69b8fe5947f34ce924a0fc72. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DPAD AUROC: 61.46. Result ID: 69b8fe5947f34ce924a0fc78. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 61.19. Result ID: 69b8fe5947f34ce924a0fc74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ECOD AUROC: 59.44. Result ID: 69b8fe5947f34ce924a0fc75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ICL AUROC: 51.15. Result ID: 69b8fe5947f34ce924a0fc76. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### SLAD AUROC: 47.75. Result ID: 69b8fe5947f34ce924a0fc77. [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.