MARC details
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04763cam a2200433 i 4500 |
| 001 - CONTROL NUMBER |
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ocn858861183 |
| 003 - CONTROL NUMBER IDENTIFIER |
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OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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20240726105423.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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130924t20132013enka ob 001 0 eng d |
| 040 ## - CATALOGING SOURCE |
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| Original cataloging agency |
NT |
| Language of cataloging |
eng |
| Description conventions |
rda |
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pn |
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NT |
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YDXCP |
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ZCU |
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OCLCF |
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OCLCQ |
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IDEBK |
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OTZ |
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YOU |
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UPM |
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ITD |
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UKAHL |
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OCLCQ |
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ORE |
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OCLCO |
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WAU |
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DST |
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OCLCO |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9780191635878 |
| Qualifying information |
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| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9781299807136 |
| 050 04 - LIBRARY OF CONGRESS CALL NUMBER |
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| Classification number |
Q183 |
| Item number |
.D383 2013 |
| 049 ## - LOCAL HOLDINGS (OCLC) |
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| Holding library |
MAIN |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Kutz, Jose Nathan, |
| Relator term |
Author |
| 245 10 - TITLE STATEMENT |
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| Title |
Data-driven modeling & scientific computation : |
| Remainder of title |
methods for complex systems & big data / |
| Statement of responsibility, etc. |
J. Nathan Kutz, Department of Applied Mathematics, University of Washington |
| 246 3# - VARYING FORM OF TITLE |
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| Title proper/short title |
Data-driven modeling and scientific computation |
| 250 ## - EDITION STATEMENT |
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| Edition statement |
First edition.ition |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
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| Place of publication, distribution, etc. |
Oxford : |
| Name of publisher, distributor, etc. |
Oxford University Press, |
| Date of publication, distribution, etc. |
(c)2013. |
| 300 ## - PHYSICAL DESCRIPTION |
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| Extent |
1 online resource (xvii, 638 pages) : |
| Other physical details |
illustrations (some colour) |
| 336 ## - CONTENT TYPE |
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| Content type term |
text |
| Content type code |
txt |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
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| Media type term |
computer |
| Media type code |
c |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
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| Carrier type term |
online resource |
| Carrier type code |
cr |
| Source |
rdacarrier |
| 347 ## - DIGITAL FILE CHARACTERISTICS |
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| File type |
data file |
| Source |
rda |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
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| Bibliography, etc. note |
Includes bibliographies and index. |
| 505 00 - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
Part I. Basic computations and visualization. MATLAB introduction -- |
| Title |
Linear systems -- |
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Curve fitting -- |
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Numerical differentiation and integration -- |
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Basic optimization -- |
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Visualization -- |
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Part II. Differential and partial differential equations. Initial and boundary value problems of differential equations -- |
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Finite difference methods -- |
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Time and space stepping schemes : method of lines -- |
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Spectral methods -- |
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Finite element methods -- |
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Part III. Computational methods for data analysis. Statistical methods and their applications -- |
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Time-frequency analysis : fourier transforms and wavelets -- |
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Image processing and analysis -- |
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Linear algebra and singular value decomposition -- |
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Independent component analysis -- |
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Image recognition : basics of machine learning -- |
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Basics of compressed sensing -- |
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Dimensionality reduction for partial differential equations -- |
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Dynamic mode decomposition -- |
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Data assimilation methods -- |
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Equation-free modeling -- |
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Complex dynamical systems : combining dimensionality reduction, compressive sensing and machine learning -- |
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Part IV. Scientific applications. Applications of differential equations and boundary value problems -- |
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Applications of partial differential equations -- |
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Applications of data analysis. |
| 520 0# - SUMMARY, ETC. |
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| Summary, etc. |
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 scientific computing methods with data analysis. By doing so, it brings together, in a self-consistent fashion, the key ideas from: A statistics, A time-frequency analysis, and A 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. Data-Driven Modeling and Scientific Computation is a survey of practical numerical solution techniques for ordinary and partial differential equations as well as algorithms for data manipulation and analysis. Emphasis is on the implementation of numerical schemes to practical problems in the engineering, biological and physical sciences. An accessible introductory-to-advanced text, this book fully integrates MATLAB and its versatile and high-level programming functionality, while bringing together computational and data skills for both undergraduate and graduate students in scientific computing." |
| Assigning source |
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| 530 ## - COPYRIGHT INFORMATION: |
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| COPYRIGHT INFORMATION |
COPYRIGHT NOT covered - Click this link to request copyright permission: |
| Uniform Resource Identifier |
<a href="b">b</a> |
| 630 00 - SUBJECT ADDED ENTRY--UNIFORM TITLE |
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| Uniform title |
MATLAB. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Science |
| General subdivision |
Data processing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Numerical analysis. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Differential equations. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Multivariate analysis. |
| 655 #1 - INDEX TERM--GENRE/FORM |
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| Genre/form data or focus term |
Electronic Books. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
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| Uniform Resource Identifier |
<a href="https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=633240&site=eds-live&custid=s3260518">https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=633240&site=eds-live&custid=s3260518</a> |
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Click to access digital title | log in using your CIU ID number and my.ciu.edu password |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
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| Koha item type |
Online Book (LOGIN USING YOUR MY CIU LOGIN AND PASSWORD) |
| DONATED BY: |
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| VENDOR |
EBSCO |
| Classification part |
Q. |
| PUBLICATION YEAR |
2013 |
| LOCATION |
ONLINE |
| REQUESTED BY: |
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NFIC |
| Source of classification or shelving scheme |
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| 994 ## - |
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92 |
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NT |
| 902 ## - LOCAL DATA ELEMENT B, LDB (RLIN) |
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| a |
1 |
| b |
Cynthia Snell |
| c |
1 |
| d |
Cynthia Snell |