Handbook of Floating Point Arithmetic: A Comprehensive Guide to Numerical Precision
Floating-point arithmetic, a cornerstone of modern computing, plays a pivotal role in scientific, financial, and engineering applications. However, the intricate nature of floating-point representation and operations can lead to inaccuracies and unexpected results that may compromise the reliability of computations.
4.7 out of 5
Language | : | English |
File size | : | 12959 KB |
Screen Reader | : | Supported |
Print length | : | 652 pages |
The Handbook of Floating Point Arithmetic, authored by Bruce Van Brunt, renowned expert in numerical analysis, stands as an invaluable reference for practitioners and researchers seeking to master the complexities of floating-point arithmetic.
Navigating the Handbook
This comprehensive handbook comprises four parts, each delving into a specific aspect of floating-point arithmetic.
- Basic Concepts: Provides a foundation for understanding floating-point representation, including binary and decimal formats, exponent and significand, and rounding modes.
- Floating-Point Operations: Examines fundamental floating-point operations such as addition, subtraction, multiplication, and division, addressing the challenges of underflow, overflow, and loss of precision.
- Special Values: Explores the representation and handling of special values in floating-point arithmetic, including infinity, negative zero, and NaNs (Not-a-Numbers).
- Error Analysis: Delves into the sources and propagation of errors in floating-point computations, providing techniques for evaluating and mitigating round-off and other numerical inaccuracies.
Key Features
The Handbook of Floating Point Arithmetic distinguishes itself with several notable features:
- Comprehensive Coverage: Encompasses a wide range of topics related to floating-point arithmetic, offering a holistic understanding of the subject.
- In-Depth Analysis: Provides rigorous mathematical explanations and detailed algorithms, enabling readers to grasp the underlying concepts thoroughly.
- Practical Examples: Illustrates floating-point concepts and techniques through numerous real-world examples and case studies.
- Compliance with IEEE 754: Adheres to the widely adopted IEEE 754 standard for floating-point arithmetic, ensuring alignment with industry best practices.
Applications and Impact
The Handbook of Floating Point Arithmetic finds applications in diverse fields where numerical precision is paramount:
- Scientific Computing: Essential for simulations, modeling, and data analysis requiring high levels of accuracy.
- Financial Mathematics: Crucial for trading, risk management, and financial modeling, where precision is indispensable.
- Computer Graphics: Vital in rendering realistic images and animations, where subtle differences in floating-point values can significantly impact visual quality.
- Signal Processing: Important for filtering, noise reduction, and other operations where numerical precision affects signal integrity.
Bruce Van Brunt's Handbook of Floating Point Arithmetic is an indispensable guide for anyone seeking to master the nuances of floating-point arithmetic. It provides a comprehensive exploration of the subject, from fundamental concepts to advanced error analysis, empowering readers to tackle numerical challenges with confidence and precision. Whether you are a programmer, engineer, scientist, or researcher, this handbook will serve as an invaluable reference throughout your career. By harnessing the power of floating-point arithmetic effectively, you can unlock the full potential of modern computation and achieve accurate, reproducible results in the most demanding applications.
4.7 out of 5
Language | : | English |
File size | : | 12959 KB |
Screen Reader | : | Supported |
Print length | : | 652 pages |
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4.7 out of 5
Language | : | English |
File size | : | 12959 KB |
Screen Reader | : | Supported |
Print length | : | 652 pages |