Data Driven Modeling And Scientific Computation

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Data Driven Modeling Scientific Computation

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Author : J. Nathan Kutz
language : en
Publisher: OUP Oxford
Release Date : 2013-08-08

Data Driven Modeling Scientific Computation written by J. Nathan Kutz and has been published by OUP Oxford this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-08-08 with Mathematics categories.

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: · 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. 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.

Data Driven Modeling And Scientific Computation

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Author : J. Nathan Kutz
language : en
Publisher:
Release Date : 2026-05-21

Data Driven Modeling And Scientific Computation written by J. Nathan Kutz and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2026-05-21 with Mathematics categories.

An accessible introductory to advanced text focusing on integrating scientific computing methods and algorithms with modern data analysis techniques, including basic applications of machine learning in the sciences and engineering.

Data Driven Science And Engineering

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Author : Steven L. Brunton
language : en
Publisher: Cambridge University Press
Release Date : 2019-02-28

Data Driven Science And Engineering written by Steven L. Brunton and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-02-28 with Computers categories.

This beginning graduate textbook teaches data science and machine learning methods for modeling, prediction, and control of complex systems.

Parallel And Distributed Computing Handbook

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Author : Albert Y. Zomaya
language : en
Publisher: McGraw Hill Professional
Release Date : 1996

Parallel And Distributed Computing Handbook written by Albert Y. Zomaya and has been published by McGraw Hill Professional this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Computers categories.

With over 1,000 pages and a wealth of illustrations and data tables, this handbook offers readers the first information source with the scope to encompass the parallel and distributed computing revolution. Written by an international team of experts, the book summarizes the current state of the art, interprets the most promising trends, and spotlights commercial applications.

Siam Journal On Scientific Computing

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Author :
language : en
Publisher:
Release Date : 2008

Siam Journal On Scientific Computing written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Mathematical statistics categories.

Astronomical Data Analysis Software And Systems Ix

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Author : Nadine Manset
language : en
Publisher:
Release Date : 2000

Astronomical Data Analysis Software And Systems Ix written by Nadine Manset and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Astronomy categories.

Computational Methods In Applied Sciences

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Author : Agnieszka Szczotok
language : en
Publisher: Trans Tech Publications Ltd
Release Date : 2015-01-12

Computational Methods In Applied Sciences written by Agnieszka Szczotok and has been published by Trans Tech Publications Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-01-12 with Technology & Engineering categories.

Selected, peer reviewed papers from the International Conference on Computational Methods in Applied Sciences (CMAS 2014), December 17-18, 2014, Kraków, Poland

Visualization In Scientific Computing 95

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Author : Riccardo Scateni
language : en
Publisher: Springer
Release Date : 1995-08-03

Visualization In Scientific Computing 95 written by Riccardo Scateni and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995-08-03 with Computers categories.

This book represents results in the field of Scientific Visualization which is nowadays an indispensable discipline to get insight in the huge amounts of data produced by large scale simulations or advanced measurement devices. The readers will find a selection of state-of-the-art results and techniques in Scientific Visualization research, which they can use to find solutions for their visualization problems.

Proceedings Of Beijing International Conference On System Simulation And Scientific Computing October 23 26 1989 Beijing China

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Author : Chuan Yuan Wen
language : en
Publisher: Pergamon
Release Date : 1989

Proceedings Of Beijing International Conference On System Simulation And Scientific Computing October 23 26 1989 Beijing China written by Chuan Yuan Wen and has been published by Pergamon this book supported file pdf, txt, epub, kindle and other format this book has been release on 1989 with Computers categories.

Proceedings -- Computer Arithmetic, Algebra, OOP.

Trends And Applications 1981

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Author :
language : en
Publisher:
Release Date : 1981

Trends And Applications 1981 written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1981 with Computer networks categories.