# Multivariate Time Series Anomaly Detection on GECCO Source: [Multivariate Time Series Anomaly Detection on GECCO]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:58.333Z Evaluation of Multivariate Time Series Anomaly Detection performance on the GECCO 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) | GECCO | | 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 | | --- | --- | --- | --- | | Patch | 47.5 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 38.4 | Not recorded | 68fa78821e209131cea78c3e | | CATCH | 38 | Not recorded | 68fa78821e209131cea78c3e | | TsNet | 37.9 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 37.3 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 33.2 | Not recorded | 68fa78821e209131cea78c3e | | IF | 21.4 | Not recorded | 68fa78821e209131cea78c3e | | iTrans | 17.3 | Not recorded | 68fa78821e209131cea78c3e | | AE | 2.1 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 1.4 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 1.4 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 1.2 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 1.1 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 0.9 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 0.9 | Not recorded | 68fa78821e209131cea78c3e | | DC | 0.8 | Not recorded | 68fa78821e209131cea78c3e | ### Patch Precision: 47.5. Result ID: 6a3a486bfbc373592c351a8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin Precision: 38.4. Result ID: 6a3a486bfbc373592c351a8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CATCH Precision: 38. Result ID: 6a3a486bfbc373592c351a86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TsNet Precision: 37.9. Result ID: 6a3a486bfbc373592c351a8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern Precision: 37.3. Result ID: 6a3a486bfbc373592c351a87. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin Precision: 33.2. Result ID: 6a3a486bfbc373592c351a8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IF Precision: 21.4. Result ID: 6a3a486bfbc373592c351a93. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans Precision: 17.3. Result ID: 6a3a486bfbc373592c351a88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Precision: 2.1. Result ID: 6a3a486bfbc373592c351a90. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Precision: 1.4. Result ID: 6a3a486bfbc373592c351a94. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Precision: 1.4. Result ID: 6a3a486bfbc373592c351a95. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans Precision: 1.2. Result ID: 6a3a486bfbc373592c351a8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm Precision: 1.1. Result ID: 6a3a486bfbc373592c351a92. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF Precision: 0.9. Result ID: 6a3a486bfbc373592c351a89. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD Precision: 0.9. Result ID: 6a3a486bfbc373592c351a91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC Precision: 0.8. Result ID: 6a3a486bfbc373592c351a8b. [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.