NML Computation Algorithms for Tree-Structured Multinomial Bayesian Networks
2007
Algorithms for Tree-Structured Bayesian Networks
publication
Author Information
Author(s): Petri Kontkanen, Hannes Wettig, Petri Myllymäki
Primary Institution: Helsinki Institute for Information Technology (HIIT)
Hypothesis
How can we efficiently compute the normalized maximum likelihood distribution for tree-structured Bayesian networks?
Conclusion
The study presents efficient algorithms for computing the normalized maximum likelihood distribution in tree-structured Bayesian networks.
Takeaway
This study helps computers understand complex data better by using smart math tricks to analyze it faster.
Methodology
The paper reviews existing algorithms and extends them for tree-structured Bayesian networks.
Digital Object Identifier (DOI)
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