# Multivariate Time Series Anomaly Detection on Credit Source: [Multivariate Time Series Anomaly Detection on Credit]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:58.291Z Evaluation of Multivariate Time Series Anomaly Detection performance on the Credit dataset, reporting 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) | Credit | | Metric | Precision (P) | | 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 (P)](): Higher is better; unit: PERCENT. - [Recall (R)](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision (P) | Result date | Report paper | | --- | --- | --- | --- | | IF | 15.6 | Not recorded | 68fa78821e209131cea78c3e | | CATCH | 5.9 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 5.8 | Not recorded | 68fa78821e209131cea78c3e | | TsNet | 5.8 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 5.8 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 5.7 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 5.7 | Not recorded | 68fa78821e209131cea78c3e | | AE | 4.7 | Not recorded | 68fa78821e209131cea78c3e | | iTrans | 2.6 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 1.3 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 0.9 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 0.9 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 0.5 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 0.3 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | DC | 0.1 | Not recorded | 68fa78821e209131cea78c3e | ### IF Precision (P): 15.6. Result ID: 6a3a486bfbc373592c351a83. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CATCH Precision (P): 5.9. Result ID: 6a3a486bfbc373592c351a76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern Precision (P): 5.8. Result ID: 6a3a486bfbc373592c351a77. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TsNet Precision (P): 5.8. Result ID: 6a3a486bfbc373592c351a7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch Precision (P): 5.8. Result ID: 6a3a486bfbc373592c351a7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin Precision (P): 5.7. Result ID: 6a3a486bfbc373592c351a7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin Precision (P): 5.7. Result ID: 6a3a486bfbc373592c351a7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Precision (P): 4.7. Result ID: 6a3a486bfbc373592c351a80. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans Precision (P): 2.6. Result ID: 6a3a486bfbc373592c351a78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm Precision (P): 1.3. Result ID: 6a3a486bfbc373592c351a82. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Precision (P): 0.9. Result ID: 6a3a486bfbc373592c351a84. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Precision (P): 0.9. Result ID: 6a3a486bfbc373592c351a85. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD Precision (P): 0.5. Result ID: 6a3a486bfbc373592c351a81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF Precision (P): 0.3. Result ID: 6a3a486bfbc373592c351a79. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans Precision (P): 0.1. Result ID: 6a3a486bfbc373592c351a7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC Precision (P): 0.1. Result ID: 6a3a486bfbc373592c351a7b. [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.