no code implementations • 27 Oct 2021 • Charupriya Sharma, Peter van Beek
The graph structure of a Bayesian network (BN) can be learned from data using the well-known score-and-search approach.
1 code implementation • 3 Nov 2020 • Charupriya Sharma, Zhenyu A. Liao, James Cussens, Peter van Beek
A Bayesian network can be learned from data using the well-known score-and-search approach, and within this approach a key consideration is how to simultaneously learn the global structure in the form of the underlying DAG and the local structure in the CPDs.
no code implementations • 27 Aug 2020 • Zhenyu A. Liao, Charupriya Sharma, James Cussens, Peter van Beek
However, selecting a single model (i. e., the best scoring BN) can be misleading or may not achieve the best possible accuracy.
no code implementations • 12 Nov 2018 • Zhenyu A. Liao, Charupriya Sharma, James Cussens, Peter van Beek
However, selecting a single model (i. e., the best scoring BN) can be misleading or may not achieve the best possible accuracy.