Maximizing Information in Domain-Invariant Representation Improves Transfer Learning

Adrian Shuai Li, Elisa Bertino, Xuan-Hong Dang +3

We propose MaxDIRep, a domain adaptation method that improves the decomposition of data representations into domain-independent and domain-dependent components. Existing methods, s…