MARC details
000 -LEADER |
fixed length control field |
01591nam a22002177a 4500 |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20220405112022.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
220405b ||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9781108422093 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
620.002 |
Item number |
BRU |
100 ## - MAIN ENTRY--PERSONAL NAME |
Personal name |
Brunton, Steven L. |
245 ## - TITLE STATEMENT |
Title |
Data-driven science and engineering : |
Remainder of title |
machine learning, dynamical systems, and control |
Statement of responsibility, etc. |
Steven L. Brunton, J. Nathan Kutz |
260 ## - PUBLICATION, DISTRIBUTION, ETC. |
Place of publication, distribution, etc. |
New York, NY : |
Name of publisher, distributor, etc. |
Cambridge University Press, 2019. |
Date of publication, distribution, etc. |
©2019 |
300 ## - PHYSICAL DESCRIPTION |
Page number |
472P: |
505 ## - FORMATTED CONTENTS NOTE |
Title |
Part I --<br/>Dimensionality Reduction and Transforms - |
-- |
Part II --<br/>Machine Learning and Data Analysis |
-- |
Part III --<br/>Dynamics and Control - |
-- |
Part IV --<br/>Reduced Order Models - |
520 ## - SUMMARY, ETC. |
Summary, etc. |
<br/>Data-driven discovery is revolutionizing the modeling, prediction, and control of complex systems. This textbook brings together machine learning, engineering mathematics, and mathematical physics to integrate modeling and control of dynamical systems with modern methods in data science. It highlights many of the recent advances in scientific computing that enable data-driven methods to be applied to a diverse range of complex systems, such as turbulence, the brain, climate, epidemiology, finance, robotics, and autonomy. Aimed at advanced undergraduate and beginning graduate students in the engineering and physical sciences, the text presents a range of topics and methods from introductory to state of the art |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Engineering -- Data processing. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Mathematical analysis. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Science -- Data processing. |
700 ## - ADDED ENTRY--PERSONAL NAME |
Personal name |
Kutz, Jose Nathan |
942 ## - ADDED ENTRY ELEMENTS (KOHA) |
Source of classification or shelving scheme |
Dewey Decimal Classification |
Koha item type |
Books |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) |
-- |
5134 |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) |
-- |
5135 |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) |
-- |
5136 |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) |
-- |
5137 |
-- |
5137 |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) |
-- |
5172 |