Multi-source Transfer Learning

Nowadays, it is common to see multiple sources available for knowledge transfer, each of which, however, may not include complete classes information of the target domain. Naively merging multiple sources together would lead to inferior results due to the large divergence among multiple sources. In this chapter, we attempt to utilize incomplete multiple sources for effective knowledge transfer to facilitate the learning task in target domain.