# Imbalanced Classification on yeast\_ml8 Source: [Imbalanced Classification on yeast\_ml8]() Collection index: [llms.txt]() Data updated: 2026-03-17T09:00:27.930Z Evaluation of Imbalanced Classification performance on the yeast\_ml8 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) | yeast\_ml8 | | 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 | | --- | --- | --- | --- | | DPG-da | 67.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DPG-da | 67.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | RF | 53.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | ROS | 50.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | TVAE | 50.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | ROS | 50.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | TVAE | 50.4 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-LVQ | 50 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-LVQ | 50 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | COPULA-GAN | 49.9 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-SVM | 49.9 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | COPULA-GAN | 49.9 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-SVM | 49.9 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DE | 49.5 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DE | 49.5 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | CTGAN | 49.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | CTGAN | 49.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-POLYNOM | 48.1 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-POLYNOM | 48.1 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | MSMOTE | 47.7 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | MSMOTE | 47.7 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE | 44.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE | 44.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-ENN | 43 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-ENN | 43 | Not recorded | 69b8dff40636e5bf4afbe8f1 | ### DPG-da F1-Score: 67.6. Result ID: 69b917c547f34ce924a1cfb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### DPG-da F1-Score: 67.6. Result ID: 69b917c547f34ce924a1d0f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### RF F1-Score: 53.3. Result ID: 69b917c547f34ce924a1cfa9. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"0%"}. This record does not assert independent reproduction. ### ROS F1-Score: 50.4. Result ID: 69b917c547f34ce924a1cfb2. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### TVAE F1-Score: 50.4. Result ID: 69b917c547f34ce924a1cfb3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### ROS F1-Score: 50.4. Result ID: 69b917c547f34ce924a1d0f6. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### TVAE F1-Score: 50.4. Result ID: 69b917c547f34ce924a1d0f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-LVQ F1-Score: 50. Result ID: 69b917c547f34ce924a1cfad. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-LVQ F1-Score: 50. Result ID: 69b917c547f34ce924a1d0f1. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### COPULA-GAN F1-Score: 49.9. Result ID: 69b917c547f34ce924a1cfae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-SVM F1-Score: 49.9. Result ID: 69b917c547f34ce924a1cfb4. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### COPULA-GAN F1-Score: 49.9. Result ID: 69b917c547f34ce924a1d0f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-SVM F1-Score: 49.9. Result ID: 69b917c547f34ce924a1d0f8. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### DE F1-Score: 49.5. Result ID: 69b917c547f34ce924a1cfaa. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### DE F1-Score: 49.5. Result ID: 69b917c547f34ce924a1d0ee. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### CTGAN F1-Score: 49.3. Result ID: 69b917c547f34ce924a1cfaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### CTGAN F1-Score: 49.3. Result ID: 69b917c547f34ce924a1d0f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-POLYNOM F1-Score: 48.1. Result ID: 69b917c547f34ce924a1cfb0. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-POLYNOM F1-Score: 48.1. Result ID: 69b917c547f34ce924a1d0f4. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### MSMOTE F1-Score: 47.7. Result ID: 69b917c547f34ce924a1cfac. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### MSMOTE F1-Score: 47.7. Result ID: 69b917c547f34ce924a1d0f0. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE F1-Score: 44.6. Result ID: 69b917c547f34ce924a1cfb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE F1-Score: 44.6. Result ID: 69b917c547f34ce924a1d0f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-ENN F1-Score: 43. Result ID: 69b917c547f34ce924a1cfab. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-ENN F1-Score: 43. Result ID: 69b917c547f34ce924a1d0ef. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.