# Imbalanced Classification on sick\_euthyroid Source: [Imbalanced Classification on sick\_euthyroid]() Collection index: [llms.txt]() Data updated: 2026-03-17T09:00:27.714Z Evaluation of Imbalanced Classification performance on the sick\_euthyroid dataset, reporting 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 | Imbalanced Classification | | Dataset (including any stated split) | sick\_euthyroid | | Metric | F1-Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [F1-Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1-Score | Result date | Report paper | | --- | --- | --- | --- | | RF | 88.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-SVM | 76.8 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-SVM | 76.8 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | TVAE | 76.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | TVAE | 76.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DPG-da | 76 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DPG-da | 76 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-POLYNOM | 75.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | ROS | 75.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-POLYNOM | 75.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | ROS | 75.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | COPULA-GAN | 74.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | COPULA-GAN | 74.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE | 74.2 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE | 74.2 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-ENN | 73.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-ENN | 73.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | CTGAN | 73.1 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | CTGAN | 73.1 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-LVQ | 72.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-LVQ | 72.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DE | 71.5 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DE | 71.5 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | MSMOTE | 70.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | MSMOTE | 70.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | ### RF F1-Score: 88.4. Result ID: 69b917c547f34ce924a1cf41. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"0%"}. This record does not assert independent reproduction. ### SMOTE-SVM F1-Score: 76.8. Result ID: 69b917c547f34ce924a1cf4c. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-SVM F1-Score: 76.8. Result ID: 69b917c547f34ce924a1d098. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### TVAE F1-Score: 76.3. Result ID: 69b917c547f34ce924a1cf4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### TVAE F1-Score: 76.3. Result ID: 69b917c547f34ce924a1d097. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### DPG-da F1-Score: 76. Result ID: 69b917c547f34ce924a1cf4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### DPG-da F1-Score: 76. Result ID: 69b917c547f34ce924a1d099. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-POLYNOM F1-Score: 75.4. Result ID: 69b917c547f34ce924a1cf48. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### ROS F1-Score: 75.4. Result ID: 69b917c547f34ce924a1cf4a. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-POLYNOM F1-Score: 75.4. Result ID: 69b917c547f34ce924a1d094. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### ROS F1-Score: 75.4. Result ID: 69b917c547f34ce924a1d096. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### COPULA-GAN F1-Score: 74.3. Result ID: 69b917c547f34ce924a1cf46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### COPULA-GAN F1-Score: 74.3. Result ID: 69b917c547f34ce924a1d092. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE F1-Score: 74.2. Result ID: 69b917c547f34ce924a1cf49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE F1-Score: 74.2. Result ID: 69b917c547f34ce924a1d095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-ENN F1-Score: 73.3. Result ID: 69b917c547f34ce924a1cf43. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-ENN F1-Score: 73.3. Result ID: 69b917c547f34ce924a1d08f. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### CTGAN F1-Score: 73.1. Result ID: 69b917c547f34ce924a1cf47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### CTGAN F1-Score: 73.1. Result ID: 69b917c547f34ce924a1d093. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-LVQ F1-Score: 72.6. Result ID: 69b917c547f34ce924a1cf45. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-LVQ F1-Score: 72.6. Result ID: 69b917c547f34ce924a1d091. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### DE F1-Score: 71.5. Result ID: 69b917c547f34ce924a1cf42. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### DE F1-Score: 71.5. Result ID: 69b917c547f34ce924a1d08e. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### MSMOTE F1-Score: 70.6. Result ID: 69b917c547f34ce924a1cf44. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### MSMOTE F1-Score: 70.6. Result ID: 69b917c547f34ce924a1d090. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. Page 1 of 1. 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