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On the Equivalence of the Edge/Isolate and Edge/Concurrent Tie ERGM Families and Their Extensions

机译:边/隔离和边/并发领带ERGM族的等价性及其扩展

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摘要

Partnership concurrency is a major driver of permeability of social networks to diffusion, and an important modeling target in the context of sexually transmitted infections. A seemingly unrelated phenomenon of concern in modeling social networks is isolation avoidance—the tendency of individuals to maintain at least one tie. Although concurrency bias and bias in isolate formation would naively seem to be distinct, we here show that their respective ERGM expressions (edge/concurrent tie and edge/isolate families, and their regular extensions) are equivalent, and that both are equivalent to a special case of the geometrically weighted degree families. In addition to being statistically useful, this equivalence provides insight into the essential connection between these apparently different structural phenomena.
机译:伙伴关系并发是社交网络渗透的主要驱动力,并且是性传播感染情况下的重要建模目标。在社交网络建模中,一个似乎无关的关注现象是避免隔离-个人保持至少一条领带的趋势。尽管并发偏见和隔离群形成上的偏见似乎天真地是截然不同的,但我们在这里显示它们各自的ERGM表达式(边/并发关系和边/隔离族,以及它们的正则扩展名)是等效的,并且两者都等效于一个特殊的几何加权度数族的情况。除了在统计上有用之外,这种对等关系还提供了对这些显然不同的结构现象之间的本质联系的见识。

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