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» Learning to Transfer Knowledge between Reference Systems
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CVPR
2009
IEEE
16 years 4 months ago
Domain Transfer SVM for Video Concept Detection
Cross-domain learning methods have shown promising results by leveraging labeled patterns from auxiliary domains to learn a robust classifier for target domain, which has a limi...
Dong Xu, Ivor Wai-Hung Tsang, Lixin Duan, Stephen ...
ECML
2006
Springer
15 years 1 months ago
Skill Acquisition Via Transfer Learning and Advice Taking
We describe a reinforcement learning system that transfers skills from a previously learned source task to a related target task. The system uses inductive logic programming to ana...
Lisa Torrey, Jude W. Shavlik, Trevor Walker, Richa...
HICSS
2006
IEEE
122views Biometrics» more  HICSS 2006»
15 years 3 months ago
Experiences and Media Perceptions of Senders and Receivers in Knowledge Transfer: An Exploratory Study
Guided by knowledge transfer (KT) literature and Channel Expansion Theory (CET), we explore the relationship between the KT process, role-based experiences and media perceptions i...
Bryan K. Hasty, Anne P. Massey, Susan A. Brown
ICCBR
2009
Springer
15 years 4 months ago
Case-Based Reasoning in Transfer Learning
Positive transfer learning (TL) occurs when, after gaining experience from learning how to solve a (source) task, the same learner can exploit this experience to improve performanc...
David W. Aha, Matthew Molineaux, Gita Sukthankar
TKDE
2010
137views more  TKDE 2010»
14 years 7 months ago
A Survey on Transfer Learning
—A major assumption in many machine learning and data mining algorithms is that the training and future data must be in the same feature space and have the same distribution. How...
Sinno Jialin Pan, Qiang Yang