Concise Guide to Numerical Algorithmics: The Foundations and Spirit of Scientific Computing: SpringerBriefs in Computer Science
Autor John Lawrence Nazarethen Limba Engleză Paperback – 3 ian 2023
A discussion of the underlying rationale for numerical algorithmics, its foundational models of computation, its organizational details, and its role, in conjunction with numerical analysis, in support of the modern modus operandi of scientific computing, or computational science & engineering, is the primary focus of this short monograph. It comprises six chapters, each with its own bibliography. Chapters 2, 3 and 6 present the book’s primary content. Chapters 1, 4, and 5 are briefer, and they provide contextual material for the three primary chapters and smooth the transition between them. Mathematical formalism has been kept to a minimum, and, whenever possible, visual and verbal forms of presentation are employed and the discussion enlivened through the use of motivating quotations and illustrative examples.
The reader is expected to have a working knowledge of the basics of computer science, an exposure to basic linear algebra and calculus (and perhaps some real analysis), and an understanding of elementary mathematical concepts such as convexity of sets and functions, networks and graphs, and so on. Although this book is not suitable for use as the principal textbook for a course on numerical algorithmics (NAS&E), it will be of value as a supplementary reference for a variety of courses. It can also serve as the primary text for a research seminar. And it can be recommended for self-study of the foundations and organization of NAS&E to graduate and advanced undergraduate students with sufficient mathematical maturity and a background in computing.
When departments of computer science were first created within universities worldwide during the middle of the twentieth century, numerical analysis was an important part of the curriculum. Its role within the discipline of computer science has greatly diminished over time, if not vanished altogether, and specialists in that area are now to be found mainly within other fields, in particular, mathematics and the physical sciences. A central concern of this monograph is the regrettable, downward trajectory of numerical analysis within computer science and how it can be arrested and suitably reconstituted. Resorting to a biblical metaphor, numerical algorithmics (NAS&E) as envisioned herein is neither old wine in new bottles, nor new wine in old bottles, but rather this re-emerging discipline is a decantation of an age-old vintage that can hopefully find its proper place within the larger arena of computer science, and at what appears now to be an opportune time.
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Specificații
ISBN-13: 9783031217616
ISBN-10: 3031217616
Pagini: 69
Ilustrații: XIV, 69 p. 9 illus., 7 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.13 kg
Ediția:1st ed. 2023
Editura: Springer International Publishing
Colecția Springer
Seria SpringerBriefs in Computer Science
Locul publicării:Cham, Switzerland
ISBN-10: 3031217616
Pagini: 69
Ilustrații: XIV, 69 p. 9 illus., 7 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.13 kg
Ediția:1st ed. 2023
Editura: Springer International Publishing
Colecția Springer
Seria SpringerBriefs in Computer Science
Locul publicării:Cham, Switzerland
Cuprins
PART I: RATIONALE AND FOUNDATIONS.- The discussion here is premised on the paper that accompanies this proposal..- Chapter 1: Algorithmics---The Spirit of Computing.- Chapter 2: Number ---The Language of Science.- Chapter 3: Bringing Number Under the Rubric of Algorithm.- PART II: NUMERICAL ALGORITHMIC SCIENCE.- Chapter 4: Algorithms on Graphs and Networks.- Chapter 5: Uni-Dimensional Equation-Solving and Optimization.- Chapter 6: Matrix-Based and Tensor-Based Computations.- Chapter 7: Linear Programming before the 1984 Revolution.- Chapter 8: Unconstrained Nonlinear Optimization.- Chapter 9: Nonlinear Equation-Solving.- Chapter 10: Constrained Nonlinear Optimization.- Chapter 11: Linear Programming after the 1984 Revolution.- Chapter 12: The Many Other Facets of Numerical Algorithmics.- PART III: CONVERGENCE, COMPLEXITY, AND NUMERICAL ERROR.- Chapter 13: Global Convergence and Asymptotic Rate-of-Convergence.- Chapter 14: Complexity Classes and Analysis.- Chapter 15: Roundoff-ErrorAnalysis.- PART IV: NUMERICAL ALGORITHMIC ENGINEERING.- Chapter 16: Languages and Systems.- Chapter 17: Implementation Techniques and Software Development.
Recenzii
“This is a book that would be of most interest to those teaching numerical analysis. The history and perspective the author offers give a good sense of where their field sits with respect to conventional computer science and might suggest alternative ways to present the subject.” (Bill Satzer, MAA Reviews, April 16, 2023)
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Caracteristici
Lays the groundwork for an emerging sub-discipline of computer science Accessible to advanced undergraduates and beyond, including practitioners Provides a blueprint for an introductory course in numerical algorithmics