Stochastic blockmodel approximation of a graphon: Theory and consistent estimation.
Edoardo M. AiroldiThiago B. CostaStanley H. ChanPublished in: NIPS (2013)
Keyphrases
- approximation schemes
- monte carlo sampling
- discrete random variables
- theoretical framework
- closed form
- theoretical basis
- stage stochastic programs
- monte carlo
- information theory
- approximation algorithms
- importance sampling
- general theory
- robust estimation
- mixed membership
- maximum likelihood estimator
- estimation accuracy
- neural network
- estimation algorithm
- error bounds
- computational model
- probabilistic model