Statistical mechanics of networks: Estimation and uncertainty

► We review methods for exponential random graph models. ► We present an algorithm for summarizing uncertainty in estimates. ► We introduce temporal exponential random graph models to physics. ► We compare temporal exponential random graph models to physics training models. ► Methods are illustrated through modeling and forecasting Senate cosponsorship.