New approaches for heterogeneous transfer learning

• Main Author: Zhou, Tianyi
• Other Authors: Tsang Wai-Hung, Ivor
• Format: Theses and Dissertations
• Language: English
• Published: 2015
• Subjects: DRNTU::Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/65532
• Institution: Nanyang Technological University

In many real-world problems, it is often time-consuming and expensive to collect labeled data. To alleviate this challenge, transfer learning (TL) techniques that adapt a model from a related task with ample labeled data to a task of interest with little or no additional human supervision have been...