791 citations · 2.5k across the 58 of their papers we have counts for
4 papers · 2 filters
Consistent estimation of dynamic and multi-layer block models
Qiuyi Han, Kevin S. Xu, Edoardo M. Airoldi
Significant progress has been made recently on theoretical analysis of estimators for the stochastic block model (SBM). In this paper, we consider the multi-graph SBM, which serves…
Asymptotic and finite-sample properties of estimators based on stochastic gradients
Panos Toulis, Edoardo M. Airoldi
Stochastic gradient descent procedures have gained popularity for parameter estimation from large data sets. However, their statistical properties are not well understood, in theor…
A Consistent Histogram Estimator for Exchangeable Graph Models
Stanley H. Chan, Edoardo M. Airoldi
Exchangeable graph models (ExGM) subsume a number of popular network models. The mathematical object that characterizes an ExGM is termed a graphon. Finding scalable estimators of…
Bayesian Inference from Non-Ignorable Network Sampling Designs
Simon Lunagomez, Edoardo Airoldi
Consider a population of individuals and a network that encodes social connections among them. We are interested in making inference on finite population and super-population estim…