9780199660339

Data-Driven Modeling and Scientific Computation

Format: Hardcover

ISBN13: 9780199660339

Hardcover|9780199660339


Overview

The burgeoning field of data analysis is expanding at an incredible pace due to the proliferation of data collection in almost every area of science. The enormous data sets now routinely encountered in the sciences provide an incentive to develop mathematical techniques and computational algorithms that help synthesize, interpret and give meaning to the data in the context of its scientific setting. A specific aim of this book is to integrate standard scientificcomputing methods with data analysis. By doing so, it brings together, in a self-consistent fashion, the key ideas from:· statistics,· time-frequency analysis, and ·low-dimensional reductions The blend of these ideas provides meaningful insight into the data sets one is faced with in every scientific subject today, including those generated from complex dynamical systems. This is a particularly exciting field and much of the final part of the book is driven by intuitive examples from it, showing how the three areas can be used in combination to give critical insight into the fundamental workings of various problems.

ISBN-13

9780199660339

ISBN-10

0199660336

Weight

3.45 Pounds

Dimensions

1.40 x 7.50 x 9.80 In

List Price

$160.00

Edition

1st Edition

Format

Hardcover

Language

English

Pages

608 pages

Publisher

Oxford University Press

Published On

2013-09-15



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