Advanced topics in weakly supervised learning

• Main Author: Feng, Lei
• Other Authors: Bo An
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/145854
• Institution: Nanyang Technological University

Machine learning has achieved great advances in various tasks, especially in supervised learning tasks. However, supervised learning requires all the correct labels of training examples to train an effective model, and collecting training examples with such strong supervision could incur unaffordabl...