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Detection Limits and Fluctuation Results in Some Spiked Random Matrix Models and Pooling of Discrete Data

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서명/저자사항Detection Limits and Fluctuation Results in Some Spiked Random Matrix Models and Pooling of Discrete Data.
개인저자El Abidi, Ahmed El Alaoui.
단체저자명University of California, Berkeley. Electrical Engineering & Computer Sciences.
발행사항[S.l.]: University of California, Berkeley., 2018.
발행사항Ann Arbor: ProQuest Dissertations & Theses, 2018.
형태사항191 p.
기본자료 저록Dissertation Abstracts International 80-01B(E).
Dissertation Abstract International
ISBN9780438324732
학위논문주기Thesis (Ph.D.)--University of California, Berkeley, 2018.
일반주기 Source: Dissertation Abstracts International, Volume: 80-01(E), Section: B.
Adviser: Michael I. Jordan.
요약In this thesis we examine the fundamental limits of detecting and recovering a weak signal hidden in a large amount of noise. We will consider two problems. The first one pertains to principal component analysis, and is about estimating and dete
요약The second problem we consider is that of pooling, and is about recovering a discrete signal, i.e., whose entries only take can a finite number of values, given several observation that are constrained in a combinatorial way. More precisely, in
일반주제명Mathematics.
Statistics.
Statistical physics.
언어영어
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