Monte Carlo Experiments of Network Effects in Randomized Controlled Trials

Autor:	Trencséni, Márton
Rok vydání:	2023
Předmět:	Computer Science - Social and Information Networks
Druh dokumentu:	Working Paper
Popis:	I run Monte Carlo simulations of content production over random Watts-Strogatz graphs to show various effects relevant to modeling and understanding Randomized Controlled Trials on social networks: the network effect, spillover effect, experiment dampening effect, intrinsic dampening effect, clustering effect, degree distribution effect and the experiment size effect. I will also define some simple metrics to measure their strength. When running experiments these potentially unexpected effects must be understood and controlled for in some manner, such as modeling the underlying graph structure to establish a baseline. Comment: 7 pages, 15 figures
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2312.01607 Zobrazit plný text záznamu View this record from Arxiv