5 citations · 8 across the 5 of their papers we have counts for
4 papers · 1 filter
Markov Blanket Discovery using Minimum Message Length
Yang Li, Kevin B Korb, Lloyd Allison
Causal discovery automates the learning of causal Bayesian networks from data and has been of active interest from their beginning. With the sourcing of large data sets off the int…
Bridging the Gaps in Statistical Models of Protein Alignment
Dinithi Sumanaweera, Lloyd Allison, Arun S. Konagurthu
This work demonstrates how a complete statistical model quantifying the evolution of pairs of aligned proteins can be constructed from a time-parameterised substitution matrix and…
The Complexity of Morality: Checking Markov Blanket Consistency with DAGs via Morality
Yang Li, Kevin Korb, Lloyd Allison
A family of Markov blankets in a faithful Bayesian network satisfies the symmetry and consistency properties. In this paper, we draw a bijection between families of consistent Mark…
Minimum message length estimation of mixtures of multivariate Gaussian and von Mises-Fisher distributions
Parthan Kasarapu, Lloyd Allison
Mixture modelling involves explaining some observed evidence using a combination of probability distributions. The crux of the problem is the inference of an optimal number of mixt…