Transfer Learning by Mapping with Minimal Target Data

By Lilyana Mihalkova, Raymond J. Mooney. 2008

87 citations recorded by the source corpus.

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

1. Qiang Yang
2. Peter Stone
3. Matthew E. Taylor
4. Sinno Jialin Pan
5. Mohammad Rostami
6. Mingsheng Long
7. Quanquan Gu
8. Yu Zhang

Citations in the corpus

• Differentially Private Hypothesis Transfer Learning (2018, background): “In the transfer learning literature, there are four major approaches – instance re-weighting [22,17,11], feature representation transfer [32], hypothesis transfer [19,38,20] and relational knowledge transfer [26].”
• A Survey on Transfer Learning (2010, background): “In the AAAI-2008 workshop on transfer learning for complex tasks, 4 Mihalkova and Mooney [51] extended TAMAR to the single-entity-centered setting of transfer learning, where only one entity in a target domain is available.”
• Transfer Learning for Reinforcement Learning Domains: A Survey (2009, result): “Although others have also observed similar behavior Mihalkova and Mooney (2008), the majority of work shows that increased performance in the source task is correlated with increased target task performance.”