# Multivariate Time Series Anomaly Detection on Global 4.8 Source: [Multivariate Time Series Anomaly Detection on Global 4.8]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:58.524Z Evaluation of Multivariate Time Series Anomaly Detection performance on the Global 4.8 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) | Global 4.8 | | 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 | | --- | --- | --- | --- | | iTrans | 100 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 100 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 97.7 | Not recorded | 68fa78821e209131cea78c3e | | CATCH | 93.6 | Not recorded | 68fa78821e209131cea78c3e | | TsNet | 90 | Not recorded | 68fa78821e209131cea78c3e | | IF | 76.6 | Not recorded | 68fa78821e209131cea78c3e | | AE | 74.7 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 33.1 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 29 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 27.7 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 10.9 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 8.6 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 7.1 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 4.8 | Not recorded | 68fa78821e209131cea78c3e | | DC | 4.6 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 4.6 | Not recorded | 68fa78821e209131cea78c3e | ### iTrans Precision: 100. Result ID: 6a3a486bfbc373592c351b38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch Precision: 100. Result ID: 6a3a486bfbc373592c351b3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin Precision: 97.7. Result ID: 6a3a486bfbc373592c351b3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CATCH Precision: 93.6. Result ID: 6a3a486bfbc373592c351b36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TsNet Precision: 90. Result ID: 6a3a486bfbc373592c351b3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IF Precision: 76.6. Result ID: 6a3a486bfbc373592c351b43. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Precision: 74.7. Result ID: 6a3a486bfbc373592c351b40. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm Precision: 33.1. Result ID: 6a3a486bfbc373592c351b42. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin Precision: 29. Result ID: 6a3a486bfbc373592c351b3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern Precision: 27.7. Result ID: 6a3a486bfbc373592c351b37. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Precision: 10.9. Result ID: 6a3a486bfbc373592c351b44. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Precision: 8.6. Result ID: 6a3a486bfbc373592c351b45. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF Precision: 7.1. Result ID: 6a3a486bfbc373592c351b39. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans Precision: 4.8. Result ID: 6a3a486bfbc373592c351b3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC Precision: 4.6. Result ID: 6a3a486bfbc373592c351b3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD Precision: 4.6. Result ID: 6a3a486bfbc373592c351b41. [Reporting paper]() [Method origin 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.