# Multivariate Time Series Anomaly Detection on SWAT (P, R, F1) Source: [Multivariate Time Series Anomaly Detection on SWAT (P, R, F1)]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:58.415Z Evaluation of Multivariate Time Series Anomaly Detection performance on the SWAT dataset, reporting Precision, Recall, and F1 scores. 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) | SWAT | | 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 | | --- | --- | --- | --- | | TsNet | 32.9 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 30.8 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 29 | Not recorded | 68fa78821e209131cea78c3e | | CATCH | 19.5 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 15.2 | Not recorded | 68fa78821e209131cea78c3e | | AE | 15.1 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 14.3 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 13.5 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 13 | Not recorded | 68fa78821e209131cea78c3e | | IF | 12.8 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 11.9 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 11 | Not recorded | 68fa78821e209131cea78c3e | | DC | 10.7 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 10.5 | Not recorded | 68fa78821e209131cea78c3e | | iTrans | 8.8 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 8.8 | Not recorded | 68fa78821e209131cea78c3e | ### TsNet Precision: 32.9. Result ID: 6a3a486bfbc373592c351aec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin Precision: 30.8. Result ID: 6a3a486bfbc373592c351aee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Precision: 29. Result ID: 6a3a486bfbc373592c351af5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CATCH Precision: 19.5. Result ID: 6a3a486bfbc373592c351ae6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Precision: 15.2. Result ID: 6a3a486bfbc373592c351af4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Precision: 15.1. Result ID: 6a3a486bfbc373592c351af0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF Precision: 14.3. Result ID: 6a3a486bfbc373592c351ae9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD Precision: 13.5. Result ID: 6a3a486bfbc373592c351af1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm Precision: 13. Result ID: 6a3a486bfbc373592c351af2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IF Precision: 12.8. Result ID: 6a3a486bfbc373592c351af3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern Precision: 11.9. Result ID: 6a3a486bfbc373592c351ae7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch Precision: 11. Result ID: 6a3a486bfbc373592c351aed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC Precision: 10.7. Result ID: 6a3a486bfbc373592c351aeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans Precision: 10.5. Result ID: 6a3a486bfbc373592c351aea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans Precision: 8.8. Result ID: 6a3a486bfbc373592c351ae8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin Precision: 8.8. Result ID: 6a3a486bfbc373592c351aef. [Reporting paper]() [Method origin paper]() [Implementation]() 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.