A Bayesian Framework for Persistent Homology.
Vasileios MaroulasFarzana NasrinChristopher OballePublished in: SIAM J. Math. Data Sci. (2020)
Keyphrases
- bayesian framework
- persistent homology
- topological features
- prior knowledge
- morse theory
- computational geometry
- generative model
- posterior probability
- posterior distribution
- prior distribution
- gaussian process
- expectation maximization
- maximum a posteriori
- bayesian formulation
- probability density function
- machine learning
- link prediction
- higher order
- training set
- high quality