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Networked Data Analytics: Network Comparison and Applied Graph Signal Processing

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자료유형학위논문
서명/저자사항Networked Data Analytics: Network Comparison and Applied Graph Signal Processing.
개인저자Huang, Weiyu.
단체저자명University of Pennsylvania. Electrical and Systems Engineering.
발행사항[S.l.]: University of Pennsylvania., 2018.
발행사항Ann Arbor: ProQuest Dissertations & Theses, 2018.
형태사항255 p.
기본자료 저록Dissertation Abstracts International 79-10B(E).
Dissertation Abstract International
ISBN9780438036444
학위논문주기Thesis (Ph.D.)--University of Pennsylvania, 2018.
일반주기 Source: Dissertation Abstracts International, Volume: 79-10(E), Section: B.
Adviser: Alejandro Ribeiro.
요약Networked data structures has been getting big, ubiquitous, and pervasive. As our day-to-day activities become more incorporated with and influenced by the digital world, we rely more on our intuition to provide us a high-level idea and subconsc
요약We show that in order to formalize the intuitive idea to measure the difference between a pair of networks of arbitrary sizes, we could design two algorithms based on the intuition to find mappings between the node sets or to map one network int
요약In the context of data analytics on top of networks, we design domain-specific tools by leveraging the recent advances in graph signal processing, which formalizes the intuitive notion of smoothness and variation of signals defined on top of net
일반주제명Electrical engineering.
Statistics.
Mathematics.
언어영어
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