Domain adaptation : methods and applications

• Main Author: Wei, Pengfei
• Other Authors: Ke Yi Ping, Kelly
• Format: Theses and Dissertations
• Language: English
• Published: 2019
• Subjects: DRNTU::Engineering::Computer science and engineering::Computing methodologies::Pattern recognition; DRNTU::Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/82943; http://hdl.handle.net/10220/47539
• Institution: Nanyang Technological University

Conventional machine learning needs sufficient labeled data to achieve satisfactory generalization performance. Nonetheless, the acquiring of labeled data is expensive and time-consuming. Domain adaptation provides an efficient way to manage the data label scarcity. The objective of domain adaptatio...