# Multivariate Time Series Anomaly Detection on Mixture 8.9 Source: [Multivariate Time Series Anomaly Detection on Mixture 8.9]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:58.709Z Evaluation of Multivariate Time Series Anomaly Detection performance on the Mixture 8.9 synthetic 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 8.9 | | 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 | 70.4 | Not recorded | 68fa78821e209131cea78c3e | | DC | 45.2 | Not recorded | 68fa78821e209131cea78c3e | | iTrans | 29 | Not recorded | 68fa78821e209131cea78c3e | | TsNet | 28.7 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 27.5 | Not recorded | 68fa78821e209131cea78c3e | | CATCH | 27.4 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 22.5 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 20 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 11.8 | Not recorded | 68fa78821e209131cea78c3e | | AE | 9.2 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 9.2 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 9.2 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 9 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 8.9 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 8.9 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 5.5 | Not recorded | 68fa78821e209131cea78c3e | ### IF Precision: 70.4. Result ID: 6a3a486cfbc373592c351bb3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC Precision: 45.2. Result ID: 6a3a486cfbc373592c351bab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans Precision: 29. Result ID: 6a3a486cfbc373592c351ba8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TsNet Precision: 28.7. Result ID: 6a3a486cfbc373592c351bac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch Precision: 27.5. Result ID: 6a3a486cfbc373592c351bad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CATCH Precision: 27.4. Result ID: 6a3a486cfbc373592c351ba6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin Precision: 22.5. Result ID: 6a3a486cfbc373592c351baf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern Precision: 20. Result ID: 6a3a486cfbc373592c351ba7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin Precision: 11.8. Result ID: 6a3a486cfbc373592c351bae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Precision: 9.2. Result ID: 6a3a486cfbc373592c351bb0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm Precision: 9.2. Result ID: 6a3a486cfbc373592c351bb2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Precision: 9.2. Result ID: 6a3a486cfbc373592c351bb4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Precision: 9. Result ID: 6a3a486cfbc373592c351bb5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF Precision: 8.9. Result ID: 6a3a486cfbc373592c351ba9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD Precision: 8.9. Result ID: 6a3a486cfbc373592c351bb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans Precision: 5.5. Result ID: 6a3a486cfbc373592c351baa. [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.