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Certain Systems Arising in Stochastic Gradient Descent

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서명/저자사항Certain Systems Arising in Stochastic Gradient Descent.
개인저자Karatapanis, Konstantinos.
단체저자명University of Pennsylvania. Mathematics.
발행사항[S.l.]: University of Pennsylvania., 2019.
발행사항Ann Arbor: ProQuest Dissertations & Theses, 2019.
형태사항104 p.
기본자료 저록Dissertations Abstracts International 81-05B.
Dissertation Abstract International
ISBN9781088372425
학위논문주기Thesis (Ph.D.)--University of Pennsylvania, 2019.
일반주기 Source: Dissertations Abstracts International, Volume: 81-05, Section: B.
Advisor: Pemantle, Robin.
이용제한사항This item must not be sold to any third party vendors.This item must not be added to any third party search indexes.
요약Stochastic approximations is a rich branch of probability theory and has a wide range of application. Here we study stochastic approximations from the perspective of gradient descent. An important question is what is the asymptotic limit of a stochastic approximation. In that spirit we will provide a detailed description for the limiting behavior of certain one dimensional stochastic approximations.
일반주제명Mathematics.
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