WebIn recent decades, a plethora of models has been proposed for dynamic network analysis.Snijders(2001) andSnijders(2005) developed a Stochastic Actor-Oriented Model, which is driven by the actor’s perspective ... Zifeng Zhao, Li Chen, and Lizhen Lin. Change-point detection in dynamic networks via graphon estimation. arXiv preprint arXiv:1908. ... WebIn the present paper we consider a dynamic stochastic network model. The objective is estimation of the tensor of connection probabilities $\Lambda$ when it is generated by a …
Network models and sparse graphon estimation. - Essec - CV
WebDynamic network models and graphon estimation. Authors: Pensky, Marianna Award ID(s): 1712977 Publication Date: 2024-08-01 NSF-PAR ID: 10096357 Journal Name: … WebDynamic network models and graphon estimation Authors: Marianna Pensky University of Central Florida Abstract In the present paper we consider a dynamic stochastic … birdsnow reviews
Private Graphon Estimation for Sparse Graphs - NeurIPS
WebJul 6, 2015 · 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 as a foundation for many application settings including dynamic and multi-layer networks. We explore the asymptotic properties of two estimators for the multi … Webthe smoothness of the graphon is small, the minimax rate of graphon estimation is identical to that of nonparametric regression. This is surprising, since graphon Received October 2014; revised June 2015. MSC2010 subject classifications. 60G05. Key words and phrases. Network, graphon, stochastic block model, nonparametric regression, … WebNov 21, 2024 · Pensky M (2016) Dynamic network models and graphon estimation. arXiv preprint arXiv:1607.00673. Fortunato S (2009) Community detection in graphs. Phys Rep 486(3):75–174. MathSciNet Google Scholar Xie J, Kelley S, Szymanski BK (2011) Overlapping community detection in networks: the state-of-the-art and comparative study. birds nursery