Tree Bounds for Sums of Bernoulli Random Variables: A Linear Optimization Approach.
Divya PadmanabhanKarthik NatarajanPublished in: INFORMS J. Optim. (2021)
Keyphrases
- random variables
- graphical models
- statistically independent
- probability distribution
- latent variables
- normal distribution
- decision variables
- joint distribution
- distribution function
- conditional independence
- bayesian networks
- upper bound
- continuous variables
- stochastic optimization problems
- random vectors
- independent and identically distributed
- marginal distributions
- conditional probabilities
- conditional distribution
- optimization problems
- failure rate
- conditional distributions
- lower bound
- directed acyclic graph
- real valued
- distribution free
- linear constraints
- belief propagation
- closed form
- marginal probabilities
- conditionally independent