Multi-label Classification on Multi-label datasets
12Macro F1 ScoreRHwRSMT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| RHwRSMTBase Learner=BR2026.06 | 12 | 8.23 | 10.54 | 9.15 | |
| RHwRSMTBase Learner=CC2026.06 | 12 | 11.46 | 10.85 | 10.92 | |
| RHwRSMTBase Learner=RAkEL2026.06 | 12 | 9.46 | 11 | 10.46 | |
| RHwRSMTBase Learner=MLkNN2026.06 | 11.85 | 9.54 | 11.08 | 10.54 | |
| RHwRSMTBase Learner=Ave(Total)2026.06 | 11.6 | 10.06 | 10.74 | 9.77 | |
| RHwRSMTBase Learner=COCOA2026.06 | 11.23 | 11.54 | 11 | 8 | |
| RHwRSMTBase Learner=C2AE2026.06 | 10.54 | 10.15 | 10 | 9.54 | |
| BaseBase Learner=C2AE2026.06 | 9.77 | 10.15 | 9.85 | 9.15 | |
| MLRUSBase Learner=COCOA2026.06 | 9.46 | 10.15 | 8 | 9.23 | |
| MLRUSBase Learner=MLkNN2026.06 | 9.31 | 10.15 | 9.77 | 6.69 | |
| BaseBase Learner=RAkEL2026.06 | 9.23 | 9.77 | 8.15 | 7.77 | |
| MLSMOTEUBase Learner=BR2026.06 | 9.15 | 7.23 | 9.92 | 6.77 | |
| MLSMOTEUBase Learner=RAkEL2026.06 | 9.08 | 8.15 | 9.31 | 8.15 | |
| MLSMOTEUBase Learner=CC2026.06 | 9 | 9.54 | 10.54 | 9.31 | |
| MLRUSBase Learner=Ave(Total)2026.06 | 8.87 | 9.87 | 8.63 | 8.35 | |
| MLRUSBase Learner=CC2026.06 | 8.85 | 8.92 | 8.46 | 8.77 | |
| MLRUSBase Learner=RAkEL2026.06 | 8.77 | 10.38 | 9.15 | 8.92 | |
| MLSMOTEUBase Learner=COCOA2026.06 | 8.77 | 8.62 | 10.46 | 7.38 | |
| MLSMOTEUBase Learner=Ave(Total)2026.06 | 8.73 | 8.32 | 9.81 | 7.96 | |
| BaseBase Learner=Ave(Total)2026.06 | 8.67 | 8.5 | 8.14 | 7.87 | |
| BaseBase Learner=MLkNN2026.06 | 8.62 | 7.54 | 8.62 | 6.69 | |
| BaseBase Learner=CC2026.06 | 8.54 | 7.92 | 7.38 | 6.23 | |
| MLRUSBase Learner=C2AE2026.06 | 8.54 | 9.46 | 8.23 | 7.69 | |
| DR-SMOTEBase Learner=BR2026.06 | 8.46 | 9.92 | 8.38 | 8 | |
| BaseBase Learner=COCOA2026.06 | 8.46 | 7.23 | 6.92 | 9.31 | |
| MLRUSBase Learner=BR2026.06 | 8.31 | 10.15 | 8.15 | 8.77 | |
| MLSMOTEUBase Learner=MLkNN2026.06 | 8.23 | 8.38 | 9.15 | 8.31 | |
| MLSMOTERBase Learner=CC2026.06 | 8.23 | 6.69 | 7.69 | 7.77 | |
| MLSMOTEUBase Learner=C2AE2026.06 | 8.15 | 8 | 9.46 | 7.85 | |
| MLSMOTERBase Learner=RAkEL2026.06 | 8 | 6.69 | 7.46 | 8.69 | |
| BaseBase Learner=BR2026.06 | 7.38 | 8.38 | 7.92 | 8.08 | |
| MLSMOTERBase Learner=BR2026.06 | 7.23 | 7.62 | 7.23 | 8.23 | |
| MLSMOTERBase Learner=Ave(Total)2026.06 | 7.1 | 7.32 | 7.31 | 8.45 | |
| MLSMOTERBase Learner=COCOA2026.06 | 7.08 | 6.46 | 8.08 | 8.62 | |
| DR-SMOTEBase Learner=CC2026.06 | 6.46 | 6.38 | 8.23 | 7.15 | |
| DR-SMOTEBase Learner=RAkEL2026.06 | 6.46 | 8.15 | 6.54 | 7.15 | |
| MLONCBase Learner=COCOA2026.06 | 6.46 | 6.85 | 5.92 | 6.62 | |
| DR-SMOTEBase Learner=Ave(Total)2026.06 | 6.45 | 7.55 | 6.83 | 7.64 | |
| MLROSBase Learner=BR2026.06 | 6.31 | 7.92 | 6.08 | 6.46 | |
| MLSMOTERBase Learner=C2AE2026.06 | 6.31 | 8.62 | 6.46 | 8.54 | |
| DR-SMOTEBase Learner=C2AE2026.06 | 6.23 | 7.31 | 7.54 | 7.92 | |
| MLROSBase Learner=MLkNN2026.06 | 6.15 | 5.85 | 6.77 | 4.77 | |
| AEMLOBase Learner=MLkNN2026.06 | 6.15 | 7.31 | 4.69 | 4.15 | |
| MLROSBase Learner=CC2026.06 | 6.15 | 6.54 | 5.62 | 6.54 | |
| MLROSBase Learner=C2AE2026.06 | 6.08 | 5.38 | 6.38 | 6.38 | |
| MLONCBase Learner=C2AE2026.06 | 6.08 | 4.38 | 5.85 | 6.46 | |
| DR-SMOTEBase Learner=MLkNN2026.06 | 5.92 | 7.85 | 4.77 | 7.54 | |
| MLROSBase Learner=Ave(Total)2026.06 | 5.9 | 6.35 | 6.26 | 6.13 | |
| MLSMOTERBase Learner=MLkNN2026.06 | 5.77 | 7.85 | 6.92 | 8.85 | |
| MLSOLBase Learner=C2AE2026.06 | 5.69 | 4.08 | 3.62 | 4.46 | |
| MLROSBase Learner=COCOA2026.06 | 5.62 | 6.08 | 5.92 | 5.31 | |
| MLBOTEBase Learner=CC2026.06 | 5.54 | 4.46 | 4.38 | 4.15 | |
| DR-SMOTEBase Learner=COCOA2026.06 | 5.15 | 5.69 | 5.54 | 8.08 | |
| MLROSBase Learner=RAkEL2026.06 | 5.08 | 6.31 | 6.77 | 7.31 | |
| MLSOLBase Learner=CC2026.06 | 4.92 | 5 | 3.54 | 4.69 | |
| MLBOTEBase Learner=COCOA2026.06 | 4.92 | 4.77 | 4.54 | 4.08 | |
| MLONCBase Learner=Ave(Total)2026.06 | 4.87 | 5.04 | 5.58 | 6.19 | |
| MLBOTEBase Learner=BR2026.06 | 4.85 | 3.62 | 3.92 | 4.62 | |
| MLSOLBase Learner=RAkEL2026.06 | 4.85 | 4.08 | 4.77 | 3.85 | |
| MLBOTEBase Learner=Ave(Total)2026.06 | 4.83 | 4.13 | 4.21 | 4.62 | |
| MLBOTEBase Learner=RAkEL2026.06 | 4.77 | 4.92 | 4 | 4.23 | |
| MLSOLBase Learner=COCOA2026.06 | 4.77 | 4.46 | 4.31 | 4.92 | |
| MLSOLBase Learner=Ave(Total)2026.06 | 4.73 | 4.13 | 4.29 | 4.74 | |
| MLONCBase Learner=MLkNN2026.06 | 4.69 | 4.69 | 4.69 | 5.23 | |
| MLONCBase Learner=BR2026.06 | 4.62 | 5.23 | 5.38 | 7.08 | |
| MLBOTEBase Learner=MLkNN2026.06 | 4.54 | 2.77 | 4.54 | 6.77 | |
| AEMLOBase Learner=COCOA2026.06 | 4.54 | 4.08 | 5.46 | 4.31 | |
| MLONCBase Learner=RAkEL2026.06 | 4.46 | 3.85 | 5.62 | 5 | |
| MLSOLBase Learner=BR2026.06 | 4.38 | 3.46 | 4.92 | 4.54 | |
| MLBOTEBase Learner=C2AE2026.06 | 4.38 | 4.23 | 3.85 | 3.85 | |
| AEMLOBase Learner=C2AE2026.06 | 4.31 | 4.46 | 4.92 | 4.62 | |
| AEMLOBase Learner=Ave(Total)2026.06 | 4.19 | 4.81 | 4.31 | 4.01 | |
| AEMLOBase Learner=RAkEL2026.06 | 3.85 | 4.15 | 3.38 | 4.31 | |
| MLSOLBase Learner=MLkNN2026.06 | 3.77 | 3.69 | 4.62 | 6 | |
| AEMLOBase Learner=BR2026.06 | 3.54 | 4.62 | 3.85 | 3.77 | |
| LSDMLOBase Learner=MLkNN2026.06 | 3 | 2.38 | 2.38 | 2.46 | |
| MLONCBase Learner=CC2026.06 | 2.92 | 5.23 | 6 | 6.77 | |
| AEMLOBase Learner=CC2026.06 | 2.77 | 4.23 | 3.54 | 2.92 | |
| LSDMLOBase Learner=CC2026.06 | 2.62 | 1.62 | 1.77 | 2.77 | |
| LSDMLOBase Learner=Ave(Total)2026.06 | 2.05 | 1.92 | 1.9 | 2.27 | |
| LSDMLOBase Learner=C2AE2026.06 | 1.92 | 1.77 | 1.85 | 1.54 | |
| LSDMLOBase Learner=BR2026.06 | 1.77 | 1.62 | 1.69 | 2.54 | |
| LSDMLOBase Learner=COCOA2026.06 | 1.54 | 2.08 | 1.85 | 2.15 | |
| LSDMLOBase Learner=RAkEL2026.06 | 1.46 | 2.08 | 1.85 | 2.15 |