عنوان

Data-driven computational methods :

شابک

1108562469

شابک

9781108562461

شابک اشتباه

1108472478

شابک اشتباه

9781108472470

عنوان اصلي

Data-driven computational methods :

نام عام مواد

[Book]

ساير اطلاعات عنواني

parameter and operator estimations /

نام نخستين پديدآور

John Harlim, the Pennsylvania State University.

محل نشرو پخش و غیره

Cambridge, UK :

نام ناشر، پخش کننده و غيره

Cambridge University Press,

تاریخ نشرو بخش و غیره

2018.

تاریخ نشرو بخش و غیره

©2018

نام خاص و کميت اثر

1 online resource (xi, 158 pages) :

ساير جزييات

illustrations

متن يادداشت

Includes bibliographical references (pages 151-155) and index.

متن يادداشت

Introduction -- Markov-Chain Monte Carlo -- Ensemble Kalman filters -- Stochastic spectral methods -- Karhunen-Loève expansion -- Diffusion forecast.

بدون عنوان

0

متن يادداشت

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.

عنوان

DATA-DRIVEN COMPUTATIONAL METHODS.

شماره استاندارد بين المللي کتاب و موسيقي

1108472478

موضوع مستند نشده

Computational sciences.

شماره

ويراست

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Harlim, John

تاريخ عمليات

20200822151108.0

قواعد فهرست نويسي ( بخش توصيفي )

rda

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y