In BTDNNs, the linear transformation makes the feasibility of transferring between domains, and the linear data reconstruction manner ensures the distribution consistency between the transferred domain and the desirable domain.
our BTDNNs has one common encoder f c , two decoders g s and g t which can map an example to the source domain and the target domain respectively.