# Multivariate Time Series Anomaly Detection on Mixture 5.7 Source: [Multivariate Time Series Anomaly Detection on Mixture 5.7]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:58.680Z Evaluation of Multivariate Time Series Anomaly Detection performance on the Mixture 5.7 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) | Mixture 5.7 | | 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 | 62.7 | Not recorded | 68fa78821e209131cea78c3e | | DC | 37 | Not recorded | 68fa78821e209131cea78c3e | | CATCH | 32.1 | Not recorded | 68fa78821e209131cea78c3e | | TsNet | 28.7 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 27.2 | Not recorded | 68fa78821e209131cea78c3e | | iTrans | 26 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 22 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 21.1 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 11.3 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 10 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 7.1 | Not recorded | 68fa78821e209131cea78c3e | | AE | 6.6 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 6.2 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 6.2 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 5.8 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 4.9 | Not recorded | 68fa78821e209131cea78c3e | ### IF Precision: 62.7. Result ID: 6a3a486cfbc373592c351ba3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC Precision: 37. Result ID: 6a3a486cfbc373592c351b9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CATCH Precision: 32.1. Result ID: 6a3a486cfbc373592c351b96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TsNet Precision: 28.7. Result ID: 6a3a486cfbc373592c351b9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch Precision: 27.2. Result ID: 6a3a486cfbc373592c351b9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans Precision: 26. Result ID: 6a3a486cfbc373592c351b98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin Precision: 22. Result ID: 6a3a486cfbc373592c351b9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern Precision: 21.1. Result ID: 6a3a486cfbc373592c351b97. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD Precision: 11.3. Result ID: 6a3a486cfbc373592c351ba1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans Precision: 10. Result ID: 6a3a486cfbc373592c351b9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin Precision: 7.1. Result ID: 6a3a486cfbc373592c351b9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Precision: 6.6. Result ID: 6a3a486cfbc373592c351ba0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm Precision: 6.2. Result ID: 6a3a486cfbc373592c351ba2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Precision: 6.2. Result ID: 6a3a486cfbc373592c351ba4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF Precision: 5.8. Result ID: 6a3a486cfbc373592c351b99. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Precision: 4.9. Result ID: 6a3a486cfbc373592c351ba5. [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.