# Outlier Detection on cardio (historical) Source: [Outlier Detection on cardio (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:25.035Z Evaluation of Outlier Detection performance on the historical split of the Cardio dataset, 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) | cardio (historical) | | 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 | | --- | --- | --- | --- | | OC-SVM | 94.3 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 93.77 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 93.5 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 91.25 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 90.99 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 89.81 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 88.94 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 88.48 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 83.9 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 83.6 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 74.34 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 73.23 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 66.37 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 56.44 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 47.82 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 47.68 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 26.99 | Not recorded | 68fa79e91e209131cea7feaf | ### OC-SVM AUROC: 94.3. Result ID: 69b8fe5947f34ce924a0fddf. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### UniOD AUROC: 93.77. Result ID: 69b8fe5947f34ce924a0fdec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### ECOD AUROC: 93.5. Result ID: 69b8fe5947f34ce924a0fde5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### IF AUROC: 91.25. Result ID: 69b8fe5947f34ce924a0fde1. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### kNN AUROC: 90.99. Result ID: 69b8fe5947f34ce924a0fdde. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### AE AUROC: 89.81. Result ID: 69b8fe5947f34ce924a0fde0. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### DSVDD AUROC: 88.94. Result ID: 69b8fe5947f34ce924a0fde3. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. ### LODA AUROC: 88.48. Result ID: 69b8fe5947f34ce924a0fde2. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### KDE AUROC: 83.9. Result ID: 69b8fe5947f34ce924a0fddc. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### LOF AUROC: 83.6. Result ID: 69b8fe5947f34ce924a0fddd. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 74.34. Result ID: 69b8fe5947f34ce924a0fde9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### DPAD AUROC: 73.23. Result ID: 69b8fe5947f34ce924a0fde8. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 66.37. Result ID: 69b8fe5947f34ce924a0fdea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MetaOD AUROC: 56.44. Result ID: 69b8fe5947f34ce924a0fdeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### SLAD AUROC: 47.82. Result ID: 69b8fe5947f34ce924a0fde7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 47.68. Result ID: 69b8fe5947f34ce924a0fde4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### ICL AUROC: 26.99. Result ID: 69b8fe5947f34ce924a0fde6. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.