# Outlier Detection on shuttle (historical) Source: [Outlier Detection on shuttle (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:25.315Z Evaluation of Outlier Detection performance on the historical split of the shuttle dataset, measured using 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) | shuttle (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 | | --- | --- | --- | --- | | IF | 99.83 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 99.51 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 99.4 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 99.37 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 99.26 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 99.24 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 99.05 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 94.27 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 92.06 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 87.65 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 80.61 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 79.58 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 73.58 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 56.66 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 52.21 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 49.17 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 44.5 | Not recorded | 68fa79e91e209131cea7feaf | ### IF AUROC: 99.83. Result ID: 69b8fe5947f34ce924a0fe58. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### UniOD AUROC: 99.51. Result ID: 69b8fe5947f34ce924a0fe63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### ECOD AUROC: 99.4. Result ID: 69b8fe5947f34ce924a0fe5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### KDE AUROC: 99.37. Result ID: 69b8fe5947f34ce924a0fe53. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### DSVDD AUROC: 99.26. Result ID: 69b8fe5947f34ce924a0fe5a. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 99.24. Result ID: 69b8fe5947f34ce924a0fe56. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### AE AUROC: 99.05. Result ID: 69b8fe5947f34ce924a0fe57. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### SLAD AUROC: 94.27. Result ID: 69b8fe5947f34ce924a0fe5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### kNN AUROC: 92.06. Result ID: 69b8fe5947f34ce924a0fe55. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### LODA AUROC: 87.65. Result ID: 69b8fe5947f34ce924a0fe59. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 80.61. Result ID: 69b8fe5947f34ce924a0fe61. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTE-NP AUROC: 79.58. Result ID: 69b8fe5947f34ce924a0fe60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 73.58. Result ID: 69b8fe5947f34ce924a0fe5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### DPAD AUROC: 56.66. Result ID: 69b8fe5947f34ce924a0fe5f. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### ICL AUROC: 52.21. Result ID: 69b8fe5947f34ce924a0fe5d. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### MetaOD AUROC: 49.17. Result ID: 69b8fe5947f34ce924a0fe62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### LOF AUROC: 44.5. Result ID: 69b8fe5947f34ce924a0fe54. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.