# Multi-class Classification on Zoo Source: [Multi-class Classification on Zoo]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:58.121Z Evaluation of Multi-class Classification performance on the Zoo dataset, reporting Precision, Recall, F1-score, and G-mean. 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 | Multi-class Classification | | Dataset (including any stated split) | Zoo | | Metric | F1-score | | 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 - [F1-score](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [G-mean](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1-score | Result date | Report paper | | --- | --- | --- | --- | | IMOVNO+ | 100 | Not recorded | 699e82056017c4460fface7b | | IMOVNO+ | 100 | Not recorded | 699e82056017c4460fface7b | | IMOVNO+ | 100 | Not recorded | 699e82056017c4460fface7b | | IMOVNO+ | 100 | Not recorded | 699e82056017c4460fface7b | | DT-E-EVRS | 92.8 | Not recorded | 699e82056017c4460fface7b | | SVM-E-EVRS | 91.8 | Not recorded | 699e82056017c4460fface7b | | OVO-ISMOTE | 89.33 | Not recorded | 699e82056017c4460fface7b | | OVO-ISMOTE | 89.33 | Not recorded | 699e82056017c4460fface7b | | CPSQSVM | 89.11 | Not recorded | 699e82056017c4460fface7b | | SMOTE-CDNN | 83.38 | Not recorded | 699e82056017c4460fface7b | | OVO-HSCF | 83.29 | Not recorded | 699e82056017c4460fface7b | | OVO-HSCF | 83.29 | Not recorded | 699e82056017c4460fface7b | | ECDNN | 78.79 | Not recorded | 699e82056017c4460fface7b | | OVO-GDDSAD | 75.23 | Not recorded | 699e82056017c4460fface7b | | OVO-GDDSAD | 75.23 | Not recorded | 699e82056017c4460fface7b | | SAMME.C2 | 67.54 | Not recorded | 699e82056017c4460fface7b | ### IMOVNO+ F1-score: 100. Result ID: 699ea6ad5698665ec4722804. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### IMOVNO+ F1-score: 100. Result ID: 699ea6ad5698665ec4722851. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### IMOVNO+ F1-score: 100. Result ID: 699ea6ad5698665ec4722885. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### IMOVNO+ F1-score: 100. Result ID: 699ea6ad5698665ec47228e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### DT-E-EVRS F1-score: 92.8. Result ID: 699ea6ad5698665ec4722882. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### SVM-E-EVRS F1-score: 91.8. Result ID: 699ea6ad5698665ec4722883. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OVO-ISMOTE F1-score: 89.33. Result ID: 699ea6ad5698665ec4722850. [Reporting paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### OVO-ISMOTE F1-score: 89.33. Result ID: 699ea6ad5698665ec47228e6. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### CPSQSVM F1-score: 89.11. Result ID: 699ea6ad5698665ec4722884. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### SMOTE-CDNN F1-score: 83.38. Result ID: 699ea6ad5698665ec4722803. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OVO-HSCF F1-score: 83.29. Result ID: 699ea6ad5698665ec472284e. [Reporting paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### OVO-HSCF F1-score: 83.29. Result ID: 699ea6ad5698665ec47228e4. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### ECDNN F1-score: 78.79. Result ID: 699ea6ad5698665ec4722802. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OVO-GDDSAD F1-score: 75.23. Result ID: 699ea6ad5698665ec472284f. [Reporting paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### OVO-GDDSAD F1-score: 75.23. Result ID: 699ea6ad5698665ec47228e5. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### SAMME.C2 F1-score: 67.54. Result ID: 699ea6ad5698665ec4722801. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.