عنوان
پدید آورنده
موضوع
رده
QA274.2 .H37 2018
QA274
.
2
.
H37
2018
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
1108562469
(Number (ISBN
9781108562461
Erroneous ISBN
1108472478
Erroneous ISBN
9781108472470
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Data-driven computational methods :
General Material Designation
[Book]
Other Title Information
parameter and operator estimations /
First Statement of Responsibility
John Harlim, the Pennsylvania State University.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Cambridge, UK :
Name of Publisher, Distributor, etc.
Cambridge University Press,
Date of Publication, Distribution, etc.
2018.
Date of Publication, Distribution, etc.
©2018
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (xi, 158 pages) :
Other Physical Details
illustrations
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references (pages 151-155) and index.
CONTENTS NOTE
Text of Note
Introduction -- Markov-Chain Monte Carlo -- Ensemble Kalman filters -- Stochastic spectral methods -- Karhunen-Loève expansion -- Diffusion forecast.
0
SUMMARY OR ABSTRACT
Text of Note
Modern scientific computational methods are undergoing a transformative change; big data and statistical learning methods now have the potential to outperform the classical first-principles modeling paradigm. This book bridges this transition, connecting the theory of probability, stochastic processes, functional analysis, numerical analysis, and differential geometry. It describes two classes of computational methods to leverage data for modeling dynamical systems. The first is concerned with data fitting algorithms to estimate parameters in parametric models that are postulated on the basis of physical or dynamical laws. The second is on operator estimation, which uses the data to nonparametrically approximate the operator generated by the transition function of the underlying dynamical systems. This self-contained book is suitable for graduate studies in applied mathematics, statistics, and engineering. Carefully chosen elementary examples with supplementary MATLAB® codes and appendices covering the relevant prerequisite materials are provided, making it suitable for self-study.
OTHER EDITION IN ANOTHER MEDIUM
Title
DATA-DRIVEN COMPUTATIONAL METHODS.
International Standard Book Number
1108472478
TITLE USED AS SUBJECT
Computational sciences.
DEWEY DECIMAL CLASSIFICATION
Number
519
.
22
Edition
23
LIBRARY OF CONGRESS CLASSIFICATION
Class number
QA274
.
2
Book number
.
H37
2018
PERSONAL NAME - PRIMARY RESPONSIBILITY
Harlim, John
ORIGINATING SOURCE
Date of Transaction
20200822151108.0
Cataloguing Rules (Descriptive Conventions))
rda
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
