939 citations · 3.6k across the 51 of their papers we have counts for
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Flexible Modeling of Information Diffusion on Networks with Statistical Guarantees
Alexander Kagan, Elizaveta Levina, Ji Zhu
Modeling information spread through a network is one of the key problems of network analysis, with applications in a wide array of areas such as marketing and public health. Most a…
Mesoscale two-sample testing for networks
Peter W. MacDonald, Elizaveta Levina, Ji Zhu
Networks arise naturally in many scientific fields as a representation of pairwise connections. Statistical network analysis has most often considered a single large network, but i…
Heterogeneous Treatment Effects under Network Interference: A Nonparametric Approach Based on Node Connectivity
Heejong Bong, Colin B. Fogarty, Elizaveta Levina +1
In network settings, interference between units makes causal inference more challenging as outcomes may depend on the treatments received by others in the network. Typical estimand…