Table 7.
Transfer scenario | Dataset | Transfer domain | Data size | Dimension | Cluster number |
---|---|---|---|---|---|
Texture image segmentation | TIS-1 | Source domain | 10,000 | 49 | 3 |
Target domain | 10,000 | 49 | |||
TIS-2 | Source domain | 10,000 | 49 | 3 | |
Target domain | 10,000 | 49 | |||
Text data clustering | rec VS talk | Source domain | 1500 | 350 | 2 |
Target domain | 500 | 350 | |||
comp VS sci | Source domain | 1500 | 350 | 2 | |
Target domain | 500 | 350 | |||
Human face recognition | ORL | Source domain | 192 | 239 | 8 |
Target domain | 48 | 239 | |||
Dedicated KEEL datasets | cleveland | Source domain | 267 | 13 | 5 |
Target domain | 30 | 13 | |||
mammographic | Source domain | 747 | 5 | 2 | |
Target domain | 83 | 5 | |||
Human motion time series | HMTS | Source domain | 494 | 51 | 10 |
Target domain | 312 | 51 | |||
Email spam 3ltering | ESF-1 | Source domain | 4000 | 500 | 2 |
Target domain | 2500 | 500 | |||
ESF-1 | Source domain | 4000 | 500 | 2 | |
Target domain | 2500 | 500 |