Research Article

A Semi-Supervised Framework for MMMs-Induced Fuzzy Co-Clustering with Virtual Samples

Table 4

Comparison of recognition rates with and without virtual objects (CiteSeer-training).

Number of virtual objects per supervised objectā€‰
0.010.050.10.2

No virtual objects 0.542
1 (GBD) 0.5510.5510.5480.546
1 (GBA) 0.5520.5450.5490.543
2 (GBD) 0.5540.5500.5540.550
2 (GBA) 0.5530.5500.5480.546
2 (GBD+GBA) 0.5540.5540.5470.549
4 (GBD+GBA) 0.5410.5420.5340.533
5 (GBD) 0.5340.5360.5320.544
5 (GBA) 0.5040.5300.5270.532