Fast transfer Gaussian process regression with large-scale sources

• Main Authors: Da, Bingshui, Ong, Yew-Soon, Gupta, Abhishek, Feng, Liang, Liu, Haitao
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2020
• Subjects: Engineering::Computer science and engineering; Transfer Learning; Large-scale
• Online Access: https://hdl.handle.net/10356/142637
• Institution: Nanyang Technological University

In transfer learning, we aim to improve the predictive modeling of a target output by using the knowledge from some related source outputs. In real-world applications, the data from the target domain is often precious and hard to obtain, while the data from source domains is plentiful. Thus, since t...