New data-driven approaches to improve probabilistic model structure learning

• 主要作者: Zhao, Jianjun
• 其他作者: Pan Jialin, Sinno
• 格式: Theses and Dissertations
• 語言: English
• 出版: 2019
• 主題: Science::Mathematics::Statistics; Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• 在線閱讀: https://hdl.handle.net/10356/84123; http://hdl.handle.net/10220/50443
• 機構: 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...