New data-driven approaches to improve probabilistic model structure learning

• Main Author: Zhao, Jianjun
• Other Authors: Pan Jialin, Sinno
• Format: Theses and Dissertations
• Language: English
• Published: 2019
• Subjects: Science::Mathematics::Statistics; Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/84123; http://hdl.handle.net/10220/50443
• Institution: Nanyang Technological University

To learn the network structures used in probabilistic models (e.g., Bayesian network), many researchers proposed structure learning algorithms to extract the network structure from data. However, structure learning is a challenging problem due to the extremely large number of possible structure cand...