# Multi-class Classification on Bioconcentration Source: [Multi-class Classification on Bioconcentration]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:58.554Z Evaluation of Multi-class Classification performance on the Bioconcentration dataset, measured using 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) | Bioconcentration | | 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+ | 96.51 | Not recorded | 699e82056017c4460fface7b | | IMOVNO+ | 96.51 | Not recorded | 699e82056017c4460fface7b | | IMOVNO+ | 96.51 | Not recorded | 699e82056017c4460fface7b | | IMOVNO+ | 96.51 | Not recorded | 699e82056017c4460fface7b | | MDGP-Forest | 68.23 | Not recorded | 699e82056017c4460fface7b | | OVO-ISMOTE | 67.85 | Not recorded | 699e82056017c4460fface7b | | OVO-ISMOTE | 67.85 | Not recorded | 699e82056017c4460fface7b | | OVO-HSCF | 62.35 | Not recorded | 699e82056017c4460fface7b | | OVO-HSCF | 62.35 | Not recorded | 699e82056017c4460fface7b | | ECDNN | 61.28 | Not recorded | 699e82056017c4460fface7b | | SAMME.C2 | 60.91 | Not recorded | 699e82056017c4460fface7b | | FEHC | 60.37 | Not recorded | 699e82056017c4460fface7b | | GDHS | 54.61 | Not recorded | 699e82056017c4460fface7b | | SMOTE-CDNN | 53.92 | Not recorded | 699e82056017c4460fface7b | | OVO-GDDSAD | 45.69 | Not recorded | 699e82056017c4460fface7b | | OVO-GDDSAD | 45.69 | Not recorded | 699e82056017c4460fface7b | ### IMOVNO+ F1-score (%): 96.51. Result ID: 699ea6ad5698665ec47227f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### IMOVNO+ F1-score (%): 96.51. Result ID: 699ea6ad5698665ec4722824. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### IMOVNO+ F1-score (%): 96.51. Result ID: 699ea6ad5698665ec4722871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### IMOVNO+ F1-score (%): 96.51. Result ID: 699ea6ad5698665ec4722907. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### MDGP-Forest F1-score (%): 68.23. Result ID: 699ea6ad5698665ec47227ed. [Reporting paper]() Recorded evaluation configuration: {"validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OVO-ISMOTE F1-score (%): 67.85. Result ID: 699ea6ad5698665ec4722870. [Reporting paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### OVO-ISMOTE F1-score (%): 67.85. Result ID: 699ea6ad5698665ec4722906. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OVO-HSCF F1-score (%): 62.35. Result ID: 699ea6ad5698665ec472286e. [Reporting paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### OVO-HSCF F1-score (%): 62.35. Result ID: 699ea6ad5698665ec4722904. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Binarization","Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### ECDNN F1-score (%): 61.28. Result ID: 699ea6ad5698665ec4722822. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### SAMME.C2 F1-score (%): 60.91. Result ID: 699ea6ad5698665ec4722821. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### FEHC F1-score (%): 60.37. Result ID: 699ea6ad5698665ec47227ef. [Reporting paper]() Recorded evaluation configuration: {"validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### GDHS F1-score (%): 54.61. Result ID: 699ea6ad5698665ec47227ee. [Reporting paper]() Recorded evaluation configuration: {"validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### SMOTE-CDNN F1-score (%): 53.92. Result ID: 699ea6ad5698665ec4722823. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OVO-GDDSAD F1-score (%): 45.69. Result ID: 699ea6ad5698665ec472286f. [Reporting paper]() Recorded evaluation configuration: {"Binarization":true,"Cross-validation":"5-fold"}. This record does not assert independent reproduction. ### OVO-GDDSAD F1-score (%): 45.69. Result ID: 699ea6ad5698665ec4722905. [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.