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A Bayesian Approach to Spike Sorting of Neural Data via Source Localization

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자료유형E-Book
개인저자Greene, Patrick.
단체저자명The University of Arizona. Applied Mathematics.
서명/저자사항A Bayesian Approach to Spike Sorting of Neural Data via Source Localization.
발행사항[S.l.] : The University of Arizona., 2018
발행사항Ann Arbor : ProQuest Dissertations & Theses, 2018
형태사항117 p.
소장본 주기School code: 0009.
ISBN9780438118256
일반주기 Source: Dissertation Abstracts International, Volume: 79-11(E), Section: B.
Adviser: Kevin K. Lin.
요약This dissertation describes a novel mathematical algorithm for extracting spike data and positional information from extracellular electrophysiological neural recordings. By capturing the electrical signals emitted by individual neurons using a
요약This dissertation consists of three main components. The primary component is the spike sorting algorithm itself, whose overall mathematical framework is described in chapters 3 and 4. There are two key ideas. The first is the usage of a dipole-
요약The second component of this dissertation is a relatively realistic model of the extracellular signal generation and recording process (the "forward model") which we describe in chapter 2. We construct this model in order to better understand th
요약The final component of this dissertation is an investigation into the effect of probe geometry and the dipole prior distribution on how well we can estimate neuron positions. This makes extensive use of the forward model described above, and is
일반주제명Applied mathematics.
Neurosciences.
Statistics.
언어영어
기본자료 저록Dissertation Abstracts International79-11B(E).
Dissertation Abstract International
대출바로가기http://www.riss.kr/pdu/ddodLink.do?id=T14999508

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