Linear Algebra for Computational Sciences and Engineering

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Publisher : Springer
ISBN 13 : 3030213218
Total Pages : 574 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Linear Algebra for Computational Sciences and Engineering by : Ferrante Neri

Download or read book Linear Algebra for Computational Sciences and Engineering written by Ferrante Neri and published by Springer. This book was released on 2019-07-26 with total page 574 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the main concepts of linear algebra from the viewpoint of applied scientists such as computer scientists and engineers, without compromising on mathematical rigor. Based on the idea that computational scientists and engineers need, in both research and professional life, an understanding of theoretical concepts of mathematics in order to be able to propose research advances and innovative solutions, every concept is thoroughly introduced and is accompanied by its informal interpretation. Furthermore, most of the theorems included are first rigorously proved and then shown in practice by a numerical example. When appropriate, topics are presented also by means of pseudocodes, thus highlighting the computer implementation of algebraic theory. It is structured to be accessible to everybody, from students of pure mathematics who are approaching algebra for the first time to researchers and graduate students in applied sciences who need a theoretical manual of algebra to successfully perform their research. Most importantly, this book is designed to be ideal for both theoretical and practical minds and to offer to both alternative and complementary perspectives to study and understand linear algebra.

Computational Science and Engineering

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Publisher : Wellesley-Cambridge Press
ISBN 13 : 9780961408817
Total Pages : 750 pages
Book Rating : 4.4/5 (88 download)

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Book Synopsis Computational Science and Engineering by : Gilbert Strang

Download or read book Computational Science and Engineering written by Gilbert Strang and published by Wellesley-Cambridge Press. This book was released on 2007-11-01 with total page 750 pages. Available in PDF, EPUB and Kindle. Book excerpt: Encompasses the full range of computational science and engineering from modelling to solution, both analytical and numerical. It develops a framework for the equations and numerical methods of applied mathematics. Gilbert Strang has taught this material to thousands of engineers and scientists (and many more on MIT's OpenCourseWare 18.085-6). His experience is seen in his clear explanations, wide range of examples, and teaching method. The book is solution-based and not formula-based: it integrates analysis and algorithms and MATLAB codes to explain each topic as effectively as possible. The topics include applied linear algebra and fast solvers, differential equations with finite differences and finite elements, Fourier analysis and optimization. This book also serves as a reference for the whole community of computational scientists and engineers. Supporting resources, including MATLAB codes, problem solutions and video lectures from Gilbert Strang's 18.085 courses at MIT, are provided at math.mit.edu/cse.

Exercises in Numerical Linear Algebra and Matrix Factorizations

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Publisher : Springer Nature
ISBN 13 : 303059789X
Total Pages : 265 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Exercises in Numerical Linear Algebra and Matrix Factorizations by : Tom Lyche

Download or read book Exercises in Numerical Linear Algebra and Matrix Factorizations written by Tom Lyche and published by Springer Nature. This book was released on 2020-11-02 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: To put the world of linear algebra to advanced use, it is not enough to merely understand the theory; there is a significant gap between the theory of linear algebra and its myriad expressions in nearly every computational domain. To bridge this gap, it is essential to process the theory by solving many exercises, thus obtaining a firmer grasp of its diverse applications. Similarly, from a theoretical perspective, diving into the literature on advanced linear algebra often reveals more and more topics that are deferred to exercises instead of being treated in the main text. As exercises grow more complex and numerous, it becomes increasingly important to provide supporting material and guidelines on how to solve them, supporting students’ learning process. This book provides precisely this type of supporting material for the textbook “Numerical Linear Algebra and Matrix Factorizations,” published as Vol. 22 of Springer’s Texts in Computational Science and Engineering series. Instead of omitting details or merely providing rough outlines, this book offers detailed proofs, and connects the solutions to the corresponding results in the textbook. For the algorithmic exercises the utmost level of detail is provided in the form of MATLAB implementations. Both the textbook and solutions are self-contained. This book and the textbook are of similar length, demonstrating that solutions should not be considered a minor aspect when learning at advanced levels.

Numerical Linear Algebra and Its Applications

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Publisher : Alpha Science International, Limited
ISBN 13 : 9781842657164
Total Pages : 0 pages
Book Rating : 4.6/5 (571 download)

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Book Synopsis Numerical Linear Algebra and Its Applications by : Xiao-Qing Jin

Download or read book Numerical Linear Algebra and Its Applications written by Xiao-Qing Jin and published by Alpha Science International, Limited. This book was released on 2012 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Numerical linear algebra, also called matrix computation, has been a center of scientific and engineering computing since 1946. Most of problems in science and engineering finally become problems in matrix computations. This book gives an elementary introduction to matrix comp utation and it also includes some new results obtained in recent years. This is a textbook for the senior students majoring in scientific computing and information science. It will be also useful to all who teach or study the subject.

An Introduction to Computational Science

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Publisher : Springer
ISBN 13 : 3030156796
Total Pages : 470 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis An Introduction to Computational Science by : Allen Holder

Download or read book An Introduction to Computational Science written by Allen Holder and published by Springer. This book was released on 2019-06-18 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook provides an introduction to the growing interdisciplinary field of computational science. It combines a foundational development of numerical methods with a variety of illustrative applications spread across numerous areas of science and engineering. The intended audience is the undergraduate who has completed introductory coursework in mathematics and computer science. Students gain computational acuity by authoring their own numerical routines and by practicing with numerical methods as they solve computational models. This education encourages students to learn the importance of answering: How expensive is a calculation, how trustworthy is a calculation, and how might we model a problem to apply a desired numerical method? The text is written in two parts. Part I provides a succinct, one-term inauguration into the primary routines on which a further study of computational science rests. The material is organized so that the transition to computational science from coursework in calculus, differential equations, and linear algebra is natural. Beyond the mathematical and computational content of Part I, students gain proficiency with elemental programming constructs and visualization, which are presented in MATLAB syntax. The focus of Part II is modeling, wherein students build computational models, compute solutions, and report their findings. The models purposely intersect numerous areas of science and engineering to demonstrate the pervasive role played by computational science.

An Introduction to Linear Algebra for Science and Engineering

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Publisher :
ISBN 13 : 9780321748966
Total Pages : 528 pages
Book Rating : 4.7/5 (489 download)

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Book Synopsis An Introduction to Linear Algebra for Science and Engineering by : Daniel Norman

Download or read book An Introduction to Linear Algebra for Science and Engineering written by Daniel Norman and published by . This book was released on 2011-12-15 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: Norman/Wolczuk's An Introduction to Linear Algebra for Science and Engineering has been widely respected for its unique approach, which helps students understand and apply theory and concepts by combining theory with computations and slowly bringing students to the difficult abstract concepts. This approach includes an early treatment of vector spaces and complex topics in a simpler, geometric context. An Introduction to Linear Algebra for Science and Engineering promotes advanced thinking and understanding by encouraging students to make connections between previously learned and new concepts and demonstrates the importance of each topic through applications. NEW! MyMathLab is now available for this text. The course features assignable homework exercises plus the complete eBook, in addition to tutorial and assessment tools that make it easy to manage your course online.

Numerical Linear Algebra and Matrix Factorizations

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Publisher : Springer Nature
ISBN 13 : 3030364682
Total Pages : 376 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Numerical Linear Algebra and Matrix Factorizations by : Tom Lyche

Download or read book Numerical Linear Algebra and Matrix Factorizations written by Tom Lyche and published by Springer Nature. This book was released on 2020-03-02 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: After reading this book, students should be able to analyze computational problems in linear algebra such as linear systems, least squares- and eigenvalue problems, and to develop their own algorithms for solving them. Since these problems can be large and difficult to handle, much can be gained by understanding and taking advantage of special structures. This in turn requires a good grasp of basic numerical linear algebra and matrix factorizations. Factoring a matrix into a product of simpler matrices is a crucial tool in numerical linear algebra, because it allows us to tackle complex problems by solving a sequence of easier ones. The main characteristics of this book are as follows: It is self-contained, only assuming that readers have completed first-year calculus and an introductory course on linear algebra, and that they have some experience with solving mathematical problems on a computer. The book provides detailed proofs of virtually all results. Further, its respective parts can be used independently, making it suitable for self-study. The book consists of 15 chapters, divided into five thematically oriented parts. The chapters are designed for a one-week-per-chapter, one-semester course. To facilitate self-study, an introductory chapter includes a brief review of linear algebra.

Computational Matrix Analysis

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Publisher : SIAM
ISBN 13 : 1611972205
Total Pages : 167 pages
Book Rating : 4.6/5 (119 download)

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Book Synopsis Computational Matrix Analysis by : Alan J. Laub

Download or read book Computational Matrix Analysis written by Alan J. Laub and published by SIAM. This book was released on 2012-05-10 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text provides an introduction to numerical linear algebra together with its application to solving problems arising in state-space control and systems theory. The book provides a number of elements designed to help the reader learn to use numerical linear algebra in day-to-day computing or research, including a brief review of matrix analysis and an introduction to finite (IEEE) arithmetic, alongside discussion of mathematical software topics. In addition to the fundamental concepts, the text covers statistical condition estimation and gives an overview of certain computational problems in control and systems theory. Engineers and scientists will find this text valuable as a theoretical resource to complement their work in algorithms. For graduate students beginning their study, or advanced undergraduates, this text is ideal as a one-semester course in numerical linear algebra and is a natural follow-on to the author's previous book, Matrix Analysis for Scientists and Engineers.

Structured Matrices in Mathematics, Computer Science, and Engineering II

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Publisher : American Mathematical Soc.
ISBN 13 : 0821820923
Total Pages : 362 pages
Book Rating : 4.8/5 (218 download)

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Book Synopsis Structured Matrices in Mathematics, Computer Science, and Engineering II by : Vadim Olshevsky

Download or read book Structured Matrices in Mathematics, Computer Science, and Engineering II written by Vadim Olshevsky and published by American Mathematical Soc.. This book was released on 2001 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The collection of the contributions to these volumes offers a flavor of the plethora of different approaches to attack structured matrix problems. The reader will find that the theory of structured matrices is positioned to bridge diverse applications in the sciences and engineering, deep mathematical theories, as well as computational and numberical issues. The presentation fully illustrates the fact that the technicques of engineers, mathematicisn, and numerical analysts nicely complement each other, and they all contribute to one unified theory of structured matrices"--Back cover.

Numerical Linear Algebra in Signals, Systems and Control

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Publisher : Springer Science & Business Media
ISBN 13 : 9400706022
Total Pages : 481 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Numerical Linear Algebra in Signals, Systems and Control by : Paul Van Dooren

Download or read book Numerical Linear Algebra in Signals, Systems and Control written by Paul Van Dooren and published by Springer Science & Business Media. This book was released on 2011-05-21 with total page 481 pages. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of Numerical Linear Algebra in Signals, Systems and Control is to present an interdisciplinary book, blending linear and numerical linear algebra with three major areas of electrical engineering: Signal and Image Processing, and Control Systems and Circuit Theory. Numerical Linear Algebra in Signals, Systems and Control will contain articles, both the state-of-the-art surveys and technical papers, on theory, computations, and applications addressing significant new developments in these areas. The goal of the volume is to provide authoritative and accessible accounts of the fast-paced developments in computational mathematics, scientific computing, and computational engineering methods, applications, and algorithms. The state-of-the-art surveys will benefit, in particular, beginning researchers, graduate students, and those contemplating to start a new direction of research in these areas. A more general goal is to foster effective communications and exchange of information between various scientific and engineering communities with mutual interests in concepts, computations, and workable, reliable practices.

Numerical Linear Algebra in Signals, Systems and Control

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Publisher : Springer
ISBN 13 : 9789400736238
Total Pages : 480 pages
Book Rating : 4.7/5 (362 download)

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Book Synopsis Numerical Linear Algebra in Signals, Systems and Control by : Paul Van Dooren

Download or read book Numerical Linear Algebra in Signals, Systems and Control written by Paul Van Dooren and published by Springer. This book was released on 2013-07-15 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of Numerical Linear Algebra in Signals, Systems and Control is to present an interdisciplinary book, blending linear and numerical linear algebra with three major areas of electrical engineering: Signal and Image Processing, and Control Systems and Circuit Theory. Numerical Linear Algebra in Signals, Systems and Control will contain articles, both the state-of-the-art surveys and technical papers, on theory, computations, and applications addressing significant new developments in these areas. The goal of the volume is to provide authoritative and accessible accounts of the fast-paced developments in computational mathematics, scientific computing, and computational engineering methods, applications, and algorithms. The state-of-the-art surveys will benefit, in particular, beginning researchers, graduate students, and those contemplating to start a new direction of research in these areas. A more general goal is to foster effective communications and exchange of information between various scientific and engineering communities with mutual interests in concepts, computations, and workable, reliable practices.

Elements of Scientific Computing

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Publisher : Springer Science & Business Media
ISBN 13 : 3642112994
Total Pages : 471 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Elements of Scientific Computing by : Aslak Tveito

Download or read book Elements of Scientific Computing written by Aslak Tveito and published by Springer Science & Business Media. This book was released on 2010-09-24 with total page 471 pages. Available in PDF, EPUB and Kindle. Book excerpt: Science used to be experiments and theory, now it is experiments, theory and computations. The computational approach to understanding nature and technology is currently flowering in many fields such as physics, geophysics, astrophysics, chemistry, biology, and most engineering disciplines. This book is a gentle introduction to such computational methods where the techniques are explained through examples. It is our goal to teach principles and ideas that carry over from field to field. You will learn basic methods and how to implement them. In order to gain the most from this text, you will need prior knowledge of calculus, basic linear algebra and elementary programming.

Linear Algebra

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Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110562596
Total Pages : 670 pages
Book Rating : 4.1/5 (15 download)

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Book Synopsis Linear Algebra by : Arak M. Mathai

Download or read book Linear Algebra written by Arak M. Mathai and published by Walter de Gruyter GmbH & Co KG. This book was released on 2017-10-23 with total page 670 pages. Available in PDF, EPUB and Kindle. Book excerpt: In order not to intimidate students by a too abstract approach, this textbook on linear algebra is written to be easy to digest by non-mathematicians. It introduces the concepts of vector spaces and mappings between them without dwelling on statements such as theorems and proofs too much. It is also designed to be self-contained, so no other material is required for an understanding of the topics covered. As the basis for courses on space and atmospheric science, remote sensing, geographic information systems, meteorology, climate and satellite communications at UN-affiliated regional centers, various applications of the formal theory are discussed as well. These include differential equations, statistics, optimization and some engineering-motivated problems in physics. Contents Vectors Matrices Determinants Eigenvalues and eigenvectors Some applications of matrices and determinants Matrix series and additional properties of matrices

Orthogonal Sets and Polar Methods in Linear Algebra

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Publisher : John Wiley & Sons
ISBN 13 : 1118031148
Total Pages : 422 pages
Book Rating : 4.1/5 (18 download)

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Book Synopsis Orthogonal Sets and Polar Methods in Linear Algebra by : Enrique Castillo

Download or read book Orthogonal Sets and Polar Methods in Linear Algebra written by Enrique Castillo and published by John Wiley & Sons. This book was released on 2011-10-14 with total page 422 pages. Available in PDF, EPUB and Kindle. Book excerpt: A unique, applied approach to problem solving in linearalgebra Departing from the standard methods of analysis, this unique bookpresents methodologies and algorithms based on the concept oforthogonality and demonstrates their application to both standardand novel problems in linear algebra. Covering basic theory oflinear systems, linear inequalities, and linear programming, itfocuses on elegant, computationally simple solutions to real-worldphysical, economic, and engineering problems. The authors clearlyexplain the reasons behind the analysis of different structures andconcepts and use numerous illustrative examples to correlate themathematical models to the reality they represent. Readers aregiven precise guidelines for: * Checking the equivalence of two systems * Solving a system in certain selected variables * Modifying systems of equations * Solving linear systems of inequalities * Using the new exterior point method * Modifying a linear programming problem With few prerequisites, but with plenty of figures and tables,end-of-chapter exercises as well as Java and Mathematica programsavailable from the authors' Web site, this is an invaluabletext/reference for mathematicians, engineers, applied scientists,and graduate students in mathematics.

The Linear Algebra a Beginning Graduate Student Ought to Know

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Publisher : Springer Science & Business Media
ISBN 13 : 9400726368
Total Pages : 499 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis The Linear Algebra a Beginning Graduate Student Ought to Know by : Jonathan S. Golan

Download or read book The Linear Algebra a Beginning Graduate Student Ought to Know written by Jonathan S. Golan and published by Springer Science & Business Media. This book was released on 2012-04-23 with total page 499 pages. Available in PDF, EPUB and Kindle. Book excerpt: Linear algebra is a living, active branch of mathematics which is central to almost all other areas of mathematics, both pure and applied, as well as to computer science, to the physical, biological, and social sciences, and to engineering. It encompasses an extensive corpus of theoretical results as well as a large and rapidly-growing body of computational techniques. Unfortunately, in the past decade, the content of linear algebra courses required to complete an undergraduate degree in mathematics has been depleted to the extent that they fail to provide a sufficient theoretical or computational background. Students are not only less able to formulate or even follow mathematical proofs, they are also less able to understand the mathematics of the numerical algorithms they need for applications. Certainly, the material presented in the average undergraduate course is insufficient for graduate study. This book is intended to fill the gap which has developed by providing enough theoretical and computational material to allow the advanced undergraduate or beginning graduate student to overcome this deficiency and be able to work independently or in advanced courses. The book is intended to be used either as a self-study guide, a textbook for a course in advanced linear algebra, or as a reference book. It is also designed to prepare a student for the linear algebra portion of prelim exams or PhD qualifying exams. The volume is self-contained to the extent that it does not assume any previous formal knowledge of linear algebra, though the reader is assumed to have been exposed, at least informally, to some of the basic ideas and techniques, such as manipulation of small matrices and the solution of small systems of linear equations over the real numbers. More importantly, it assumes a seriousness of purpose, considerable motivation, and a modicum of mathematical sophistication on the part of the reader. In the latest edition, new major theorems have been added, as well as many new examples. There are over 130 additional exercises and many of the previous exercises have been revised or rewritten. In addition, a large number of additional biographical notes and thumbnail portraits of mathematicians have been included.

Linear Algebra, Signal Processing, and Wavelets - A Unified Approach

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Publisher : Springer
ISBN 13 : 3030018121
Total Pages : 360 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Linear Algebra, Signal Processing, and Wavelets - A Unified Approach by : Øyvind Ryan

Download or read book Linear Algebra, Signal Processing, and Wavelets - A Unified Approach written by Øyvind Ryan and published by Springer. This book was released on 2019-03-05 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a user friendly, hands-on, and systematic introduction to applied and computational harmonic analysis: to Fourier analysis, signal processing and wavelets; and to their interplay and applications. The approach is novel, and the book can be used in undergraduate courses, for example, following a first course in linear algebra, but is also suitable for use in graduate level courses. The book will benefit anyone with a basic background in linear algebra. It defines fundamental concepts in signal processing and wavelet theory, assuming only a familiarity with elementary linear algebra. No background in signal processing is needed. Additionally, the book demonstrates in detail why linear algebra is often the best way to go. Those with only a signal processing background are also introduced to the world of linear algebra, although a full course is recommended. The book comes in two versions: one based on MATLAB, and one on Python, demonstrating the feasibility and applications of both approaches. Most of the MATLAB code is available interactively. The applications mainly involve sound and images. The book also includes a rich set of exercises, many of which are of a computational nature.

Linear and Nonlinear Optimization

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Publisher : SIAM
ISBN 13 : 0898716616
Total Pages : 742 pages
Book Rating : 4.8/5 (987 download)

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Book Synopsis Linear and Nonlinear Optimization by : Igor Griva

Download or read book Linear and Nonlinear Optimization written by Igor Griva and published by SIAM. This book was released on 2009-03-26 with total page 742 pages. Available in PDF, EPUB and Kindle. Book excerpt: Flexible graduate textbook that introduces the applications, theory, and algorithms of linear and nonlinear optimization in a clear succinct style, supported by numerous examples and exercises. It introduces important realistic applications and explains how optimization can address them.