Analysis on methods to effectively improve transfer learning performance

•Theoretical analysis on the selection of collection approaches for performance enhancement in transfer learning is provided.•Whether collaboration in a two-party scenario can achieve the promotion of transfer learning performance is demonstrated.•Rigorous comparison between collection and collaboration is done to show their effectiveness difference.•Deep insight into data sharing strategies in collaborative transfer learning is proposed.