Table 1.
Transfer learning subsettings.
Subsetting Name | Description | Label Information | |
---|---|---|---|
1 | Inductive TL | the target task is different, but related, from the source task |
comes from the target domain |
2 | Transductive TL | the source and target tasks are the same, while the source and target domains are different |
comes from the source domain |
3 | Unsupervised TL | the target is different from, but related to, the source task, and the focus is on solving unsupervised learning tasks in the target domain |
is always unknown for both the source and the target domains |