Biomedical knowledge discovery with topological constraints modeling in bayesian networks: A preliminary report

• Main Authors: Li G., Tze-Yun LEONG
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2007
• Subjects: Bayesian networks; bootstrap approach; coronary artery disease; domain knowledge; Health Information Technology; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/2998
• Institution: Singapore Management University

Serving as exploratory data analysis tools, Bayesian networks (BNs) can be automatically learned from data to compactly model direct dependency relationships among the variables in a domain. A major challenge in BN learning is to effectively represent and incorporate domain knowledge in the learning...