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Certain Systems Arising in Stochastic Gradient Descent / Konstantinos Karatapanis.

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Format:
Book
Thesis/Dissertation
Author/Creator:
Karatapanis, Konstantinos, author.
Contributor:
Pemantle, Robin, degree supervisor.
University of Pennsylvania. Department of Mathematics, degree granting institution.
Language:
English
Subjects (All):
Mathematics.
Mathematics--Penn dissertations.
Penn dissertations--Mathematics.
Local Subjects:
Mathematics.
Mathematics--Penn dissertations.
Penn dissertations--Mathematics.
Genre:
Academic theses.
Physical Description:
1 online resource (104 pages)
Contained In:
Dissertations Abstracts International 81-05B.
Place of Publication:
[Philadelphia, Pennsylvania] : University of Pennsylvania ; Ann Arbor : ProQuest Dissertations & Theses, 2019.
Language Note:
English
System Details:
Mode of access: World Wide Web.
text file
Summary:
Stochastic 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.
Notes:
Source: Dissertations Abstracts International, Volume: 81-05, Section: B.
Advisors: Pemantle, Robin; Committee members: Philip Gressman; Henry Towsner; Robin Pemantle.
Department: Mathematics.
Ph.D. University of Pennsylvania 2019.
Local Notes:
School code: 0175
ISBN:
9781088372425
Access Restriction:
Restricted for use by site license.
This item must not be sold to any third party vendors.
This item must not be added to any third party search indexes.

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