# Multivariate Time Series Anomaly Detection on ASD Source: [Multivariate Time Series Anomaly Detection on ASD]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:58.443Z Evaluation of Multivariate Time Series Anomaly Detection performance on the ASD dataset, measured using Precision (P), Recall (R), and F1-score. 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 | Multivariate Time Series Anomaly Detection | | Dataset (including any stated split) | ASD | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | IF | 45.5 | Not recorded | 68fa78821e209131cea78c3e | | TsNet | 34.8 | Not recorded | 68fa78821e209131cea78c3e | | CATCH | 30.9 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 30.1 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 26.1 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 23.7 | Not recorded | 68fa78821e209131cea78c3e | | iTrans | 23 | Not recorded | 68fa78821e209131cea78c3e | | AE | 22.2 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 20.7 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 11.6 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 10 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 8.8 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 7.7 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 7.6 | Not recorded | 68fa78821e209131cea78c3e | | DC | 6.9 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 6.3 | Not recorded | 68fa78821e209131cea78c3e | ### IF Precision: 45.5. Result ID: 6a3a486bfbc373592c351b13. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TsNet Precision: 34.8. Result ID: 6a3a486bfbc373592c351b0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CATCH Precision: 30.9. Result ID: 6a3a486bfbc373592c351b06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin Precision: 30.1. Result ID: 6a3a486bfbc373592c351b0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch Precision: 26.1. Result ID: 6a3a486bfbc373592c351b0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern Precision: 23.7. Result ID: 6a3a486bfbc373592c351b07. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans Precision: 23. Result ID: 6a3a486bfbc373592c351b08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Precision: 22.2. Result ID: 6a3a486bfbc373592c351b10. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin Precision: 20.7. Result ID: 6a3a486bfbc373592c351b0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF Precision: 11.6. Result ID: 6a3a486bfbc373592c351b09. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Precision: 10. Result ID: 6a3a486bfbc373592c351b15. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Precision: 8.8. Result ID: 6a3a486bfbc373592c351b14. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD Precision: 7.7. Result ID: 6a3a486bfbc373592c351b11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans Precision: 7.6. Result ID: 6a3a486bfbc373592c351b0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC Precision: 6.9. Result ID: 6a3a486bfbc373592c351b0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm Precision: 6.3. Result ID: 6a3a486bfbc373592c351b12. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.