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Testing Infection Graphs

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자료유형학위논문
서명/저자사항Testing Infection Graphs.
개인저자Khim, Justin Turner.
단체저자명University of Pennsylvania. Statistics.
발행사항[S.l.]: University of Pennsylvania., 2019.
발행사항Ann Arbor: ProQuest Dissertations & Theses, 2019.
형태사항116 p.
기본자료 저록Dissertations Abstracts International 81-02B.
Dissertation Abstract International
ISBN9781085582063
학위논문주기Thesis (Ph.D.)--University of Pennsylvania, 2019.
일반주기 Source: Dissertations Abstracts International, Volume: 81-02, Section: B.
Advisor: Ma, Zongming.
이용제한사항This item must not be sold to any third party vendors.
요약We study the following problem: given two graphs G0 and G1 defined on a common set of n vertices and a single observation of the statuses of these vertices, i.e. either infected, uninfected, or censored, did the infection spread on G0 or G1? Modern instances of such ``infections'' include diseases such as HIV, behaviors such as smoking, or information such as online news articles. For particular stochastic spreading mechanisms, we give algorithms for this testing problem based on hypothesis discretization and permutation-invariance. Additionally, these methods also lead to confidence sets for parameters that also govern the spread of infection and for the graphs on which the infection spread.
일반주제명Statistics.
언어영어
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