# Imbalanced Classification on wine quality Source: [Imbalanced Classification on wine quality]() Collection index: [llms.txt]() Data updated: 2026-03-17T09:00:27.872Z Evaluation of Imbalanced Classification performance on the wine quality 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) | wine quality | | 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 | 62.7 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DPG-da | 62.7 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-SVM | 61.5 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-SVM | 61.5 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | ROS | 60.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | ROS | 60.6 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | COPULA-GAN | 60.1 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | COPULA-GAN | 60.1 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-POLYNOM | 59.1 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-POLYNOM | 59.1 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | RF | 58.7 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | MSMOTE | 58.7 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | MSMOTE | 58.7 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE | 58.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE | 58.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-ENN | 58.2 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-ENN | 58.2 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | TVAE | 58 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | TVAE | 58 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | CTGAN | 57.7 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | CTGAN | 57.7 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-LVQ | 56.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | SMOTE-LVQ | 56.3 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DE | 55.8 | Not recorded | 69b8dff40636e5bf4afbe8f1 | | DE | 55.8 | Not recorded | 69b8dff40636e5bf4afbe8f1 | ### DPG-da F1-Score: 62.7. Result ID: 69b917c547f34ce924a1cf9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### DPG-da F1-Score: 62.7. Result ID: 69b917c547f34ce924a1d0e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-SVM F1-Score: 61.5. Result ID: 69b917c547f34ce924a1cf9a. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-SVM F1-Score: 61.5. Result ID: 69b917c547f34ce924a1d0e0. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### ROS F1-Score: 60.6. Result ID: 69b917c547f34ce924a1cf98. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### ROS F1-Score: 60.6. Result ID: 69b917c547f34ce924a1d0de. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### COPULA-GAN F1-Score: 60.1. Result ID: 69b917c547f34ce924a1cf94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### COPULA-GAN F1-Score: 60.1. Result ID: 69b917c547f34ce924a1d0da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-POLYNOM F1-Score: 59.1. Result ID: 69b917c547f34ce924a1cf96. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-POLYNOM F1-Score: 59.1. Result ID: 69b917c547f34ce924a1d0dc. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### RF F1-Score: 58.7. Result ID: 69b917c547f34ce924a1cf8f. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"0%"}. This record does not assert independent reproduction. ### MSMOTE F1-Score: 58.7. Result ID: 69b917c547f34ce924a1cf92. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### MSMOTE F1-Score: 58.7. Result ID: 69b917c547f34ce924a1d0d8. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE F1-Score: 58.3. Result ID: 69b917c547f34ce924a1cf97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE F1-Score: 58.3. Result ID: 69b917c547f34ce924a1d0dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-ENN F1-Score: 58.2. Result ID: 69b917c547f34ce924a1cf91. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-ENN F1-Score: 58.2. Result ID: 69b917c547f34ce924a1d0d7. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### TVAE F1-Score: 58. Result ID: 69b917c547f34ce924a1cf99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### TVAE F1-Score: 58. Result ID: 69b917c547f34ce924a1d0df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### CTGAN F1-Score: 57.7. Result ID: 69b917c547f34ce924a1cf95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### CTGAN F1-Score: 57.7. Result ID: 69b917c547f34ce924a1d0db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### SMOTE-LVQ F1-Score: 56.3. Result ID: 69b917c547f34ce924a1cf93. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### SMOTE-LVQ F1-Score: 56.3. Result ID: 69b917c547f34ce924a1d0d9. [Reporting paper]() Recorded evaluation configuration: {"Augmentation levels":"averaged"}. This record does not assert independent reproduction. ### DE F1-Score: 55.8. Result ID: 69b917c547f34ce924a1cf90. [Reporting paper]() Recorded evaluation configuration: {"Augmentation level":"Averaged"}. This record does not assert independent reproduction. ### DE F1-Score: 55.8. Result ID: 69b917c547f34ce924a1d0d6. [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.