Towards advanced machine generalization via data interplay

• Main Author: Wang, Tan
• Other Authors: Hanwang Zhang
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Computer vision; Machine learning
• Online Access: https://hdl.handle.net/10356/180357
• Institution: Nanyang Technological University

Traditional machine learning methodologies presuppose that training and testing datasets are Independent and Identically Distributed (IID), i.e., assuming the samples of both training and testing are drawn from a consistent distribution. However, this IID assumption often fails to hold in real-world...