# Multi-class Classification on Heart-disease Hungarian Source: [Multi-class Classification on Heart-disease Hungarian]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:58.056Z Evaluation of multi-class classification performance on the Heart-disease Hungarian dataset, reporting metrics such as 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) | Heart-disease Hungarian | | 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. ## Recorded results | Method | F1-score | Result date | Report paper | | --- | --- | --- | --- | | IMOVNO+ | 93.08 | Not recorded | 699e82056017c4460fface7b | | IMOVNO+ | 93.08 | Not recorded | 699e82056017c4460fface7b | | IMOVNO+ | 93.08 | Not recorded | 699e82056017c4460fface7b | | IMOVNO+ | 93.08 | Not recorded | 699e82056017c4460fface7b | | OVO-ISMOTE | 34.75 | Not recorded | 699e82056017c4460fface7b | | OVO-ISMOTE | 34.75 | Not recorded | 699e82056017c4460fface7b | | MDGP-Forest | 34.1 | Not recorded | 699e82056017c4460fface7b | | SAMME.C2 | 31.71 | Not recorded | 699e82056017c4460fface7b | | FEHC | 31.52 | Not recorded | 699e82056017c4460fface7b | | OVO-HSCF | 28.22 | Not recorded | 699e82056017c4460fface7b | | OVO-HSCF | 28.22 | Not recorded | 699e82056017c4460fface7b | | GDHS | 26.37 | Not recorded | 699e82056017c4460fface7b | | SMOTE-CDNN | 21.72 | Not recorded | 699e82056017c4460fface7b | | ECDNN | 17.21 | Not recorded | 699e82056017c4460fface7b | | OVO-GDDSAD | 16.61 | Not recorded | 699e82056017c4460fface7b | | OVO-GDDSAD | 16.61 | Not recorded | 699e82056017c4460fface7b | ### IMOVNO+ F1-score: 93.08. Result ID: 699ea6ad5698665ec47227e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### IMOVNO+ F1-score: 93.08. Result ID: 699ea6ad5698665ec472281c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### IMOVNO+ F1-score: 93.08. Result ID: 699ea6ad5698665ec4722869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### IMOVNO+ F1-score: 93.08. Result ID: 699ea6ad5698665ec47228ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OVO-ISMOTE F1-score: 34.75. Result ID: 699ea6ad5698665ec4722868. [Reporting paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### OVO-ISMOTE F1-score: 34.75. Result ID: 699ea6ad5698665ec47228fe. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### MDGP-Forest F1-score: 34.1. Result ID: 699ea6ad5698665ec47227e5. [Reporting paper]() Recorded evaluation configuration: {"validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### SAMME.C2 F1-score: 31.71. Result ID: 699ea6ad5698665ec4722819. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### FEHC F1-score: 31.52. Result ID: 699ea6ad5698665ec47227e7. [Reporting paper]() Recorded evaluation configuration: {"validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OVO-HSCF F1-score: 28.22. Result ID: 699ea6ad5698665ec4722866. [Reporting paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### OVO-HSCF F1-score: 28.22. Result ID: 699ea6ad5698665ec47228fc. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### GDHS F1-score: 26.37. Result ID: 699ea6ad5698665ec47227e6. [Reporting paper]() Recorded evaluation configuration: {"validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### SMOTE-CDNN F1-score: 21.72. Result ID: 699ea6ad5698665ec472281b. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### ECDNN F1-score: 17.21. Result ID: 699ea6ad5698665ec472281a. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OVO-GDDSAD F1-score: 16.61. Result ID: 699ea6ad5698665ec4722867. [Reporting paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### OVO-GDDSAD F1-score: 16.61. Result ID: 699ea6ad5698665ec47228fd. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Binarization","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.