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Calculus and Linear Algebra in Recipes : Terms, phrases and numerous examples in short learning units / by Christian Karpfinger

1st ed. 2022.
出版者 (Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer)
出版年 2022
本文言語 英語
大きさ XXVI, 1038 p. 243 illus : online resource
著者標目 *Karpfinger, Christian author
SpringerLink (Online service)
件 名 LCSH:Algebras, Linear
LCSH:Mathematical analysis
FREE:Linear Algebra
FREE:Analysis
FREE:Analysis
一般注記 Preface -- 1 Ways of speaking, symbols and quantities -- 2 The natural, whole and rational numbers -- 3 The real numbers -- 4 Machine numbers -- 5 Polynomials -- 6 Trigonometric functions -- 7 Complex numbers - Cartesian coordinates -- 8 Complex numbers - Polar coordinates -- 9 Systems of linear equations -- 10 Calculating with matrices -- 11 LR-decomposition of a matrix -- 12 The determinant -- 13 Vector spaces -- 14 Generating systems and linear (in)dependence -- 15 Bases of vector spaces -- 16 Orthogonality I -- 17 Orthogonality II -- 18 The linear balancing problem -- 14 The linear balancing problem. 14 Generating systems and linear (in)dependence -- 15 Bases of vector spaces -- 16 Orthogonality I -- 17 Orthogonality II -- 18 The linear compensation problem -- 19 The QR-decomposition of a matrix -- 20 Sequences -- 21 Computation of limit values of sequences -- 22 Series -- 23 Illustrations -- 24 Power series -- 25 Limit values and continuity -- 26 Differentiation -- 27 Applications of differential calculus I.-28 Applications of differential calculus I -- 28 Applications of differential calculus II -- 28 Applications of differential calculus I -- 28 Applications of differential calculus II. 28 Applications of differential calculus II -- 29 Polynomial and spline interpolation -- 30 Integration I -- 31 Integration II -- 32 Improper integrals -- 33 Separable and linear differential equations of the 1st order -- 34 Linear differential equations with constant coefficients -- 35 Some special types of differential equations -- 36 Numerics of ordinary differential equations I -- 37 Linear mappings and representation matrices -- 38 Basic transformation -- 39 Diagonalization - Eigenvalues and eigenvectors -- 40 Numerical computation of eigenvalues and eigenvectors -- 41 Quadrics -- 42 Schurz decomposition and singular value decomposition -- 43 Jordan normal form I -- 44 Jordan normal form II -- 45 Definiteness and matrix norms -- 46 Functions of several variables -- 47 Partial differentiation - gradient, Hessian matrix, Jacobian matrix -- 48 Applications of partial derivatives -- 49 Determination of extreme values -- 50 Determination of extreme values under constraints -- 51 Total differentiation, differential operators -- 52 Implicit functions -- 53 Coordinate transformations -- 54 Curves I -- 55 Curves II -- 56 Curve integrals -- 57 Gradient fields -- 58 Domain integrals -- 59 The transformation formula -- 60 Areas and area integrals -- 61 Integral theorems I -- 62 Integral theorems II -- 63 General about differential equations -- 64 The exact differential equation -- 65 Systems of linear differential equations I -- 66 Systems of linear differential equations II -- 67 Systems of linear differential equations II -- 68 Boundary value problems -- 69 Basic concepts of numerics -- 70 Fixed point iteration -- 71 Iterative methods for systems of linear equations -- 72 Optimization -- 73 Numerics of ordinary differential equations II -- 74 Fourier series - Calculation of Fourier coefficients -- 75 Fourier series - Background, theoremsand application -- 76 Fourier transform I -- 77 Fourier transform II -- 78 Discrete Fourier transform -- 79 The Laplacian transform -- 80 Holomorphic functions -- 81 Complex integration -- 82 Laurent series -- 83 The residue calculus -- 84 Conformal mappings -- 85 Harmonic functions and Dirichlet's boundary value problem -- 86 Partial differential equations 1st order -- 87 Partial differential equations 2nd order - General -- 88 The Laplace or Poisson equation -- 89 The heat conduction equation -- 90 The wave equation -- 91 Solving pDGLs with Fourier and Laplace transforms -- Index
Have you ever cooked a 3-course meal from a recipe? That generally works out pretty well, even if you're not much of a cook. What does this have to do with mathematics? Well, you can solve a lot of math problems recipe-wise, too: Need to solve a Riccati's differential equation or the singular value decomposition of a matrix? Look it up in this book, you'll find a recipe for it here. Recipes are available for problems in the following topics: Calculus in one and more variables, linear algebra, vector analysis, theory on differential equations, ordinary and partial, and complex analysis. We have tried to summarize these recipes as good and also as understandable as possible in this book. It is often said that one must understand higher mathematics in order to be able to apply it. We show in this book that understanding also comes naturally by doing: no one learns the grammar of a language from cover to cover if he wants to learn a language. You learn a language by reading up a bit on the grammar and then getting going; you have to speak, make mistakes, have mistakes pointed out to you, know example sentences and recipes, work out topics in tidbits, then it works. In higher mathematics it is no different. Other features of this book include: The division of calculus and linear algebra into approximately 100 chapters of roughly equal length. Each chapter covers approximately the material of a 90-minute lecture. Numerous examples. Many tasks, the solutions to which can be found in the accompanying workbook. Many problems in calculus and linear algebra can be solved with computers. We always indicate how it works with MATLAB®. Due to the clear presentation, the book can also be used as an annotated collection of formulas with numerous examples. Prof. Dr. Christian Karpfinger teaches at the Technical University of Munich; in 2004 he received the State Teaching Award of the Free State of Bavaria. This book is a translation of an original German edition. The translation was done with the help of artificial intelligence (machine translation by the service DeepL.com)
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