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Linear and nonlinear dynamical syste...

Boker, Steven Marshall.

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Linear and nonlinear dynamical systems data analytic techniques and an application to developmental data.

紀錄類型:	書目-電子資源 : Monograph/item
正題名/作者:	Linear and nonlinear dynamical systems data analytic techniques and an application to developmental data./
作者:	Boker, Steven Marshall.
出版者:	Ann Arbor : ProQuest Dissertations & Theses, : 1996,
面頁冊數:	134 p.
附註:	Source: Dissertation Abstracts International, Volume: 57-08, Section: B, page: 5382.
Contained By:	Dissertation Abstracts International57-08B.
標題:	Quantitative psychology. -
電子資源:	http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=9701362
ISBN:	9780591076752

Linear and nonlinear dynamical systems data analytic techniques and an application to developmental data.
Boker, Steven Marshall.

Linear and nonlinear dynamical systems data analytic techniques and an application to developmental data. - Ann Arbor : ProQuest Dissertations & Theses, 1996 - 134 p.

Source: Dissertation Abstracts International, Volume: 57-08, Section: B, page: 5382.

Thesis (Ph.D.)--University of Virginia, 1996.

This work presents a methodology for analyzing developmental and physiological time series from the perspective of dynamical systems. An overview of recent advances in nonlinear techniques for time series analysis is presented. Methods for generating a nonlinear dynamical systems analog to a covariance matrix are proposed. A novel application of structural equation modeling is proposed in which structural expectations can be fit to these nonlinear dependency matrices. A data set has been selected to demonstrate an application of some of these linear and nonlinear descriptive analyses, a surrogate data null hypothesis test, and nonlinear dependency analysis. The dynamical systems methods are evaluated in the light of (a) whether the techniques can be successfully applied to the example data and if so, (b) whether the results of these analyses provide insight into the processes under study which was not provided by other analyses.

ISBN: 9780591076752Subjects--Topical Terms:

2144748
Quantitative psychology.

Linear and nonlinear dynamical systems data analytic techniques and an application to developmental data.
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