
Matrix Calculus, Kronecker Product and Tensor Product: A Practical Approach to Linear Algebra, Multilinear Algebra and T
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Product Description
Introduction
Matrix Calculus, Kronecker Product and Tensor Product: A Practical Approach to Linear Algebra, Multilinear Algebra and Tensor Calculus With Software Implementations by Yorick Hardy is a definitive resource for students, researchers, and professionals who seek a solid grasp of advanced algebraic concepts. Published by World Scientific Publishing Company, this hardcover edition is tailored for the Indian academic market, offering a self-contained journey from foundational linear algebra to the frontiers of tensor calculus. With a focus on practical applications and computational methods, the book bridges theory and real-world problem-solving, making it an indispensable addition to any serious mathematics or physics library.
Book Overview
This volume stands out as a comprehensive guide that systematically explores linear algebra, multilinear algebra, and tensor calculus, with a special emphasis on the Kronecker product and tensor product. Unlike many textbooks that treat these topics in isolation, Yorick Hardy weaves them together, showing how they underpin modern fields such as quantum computing, signal processing, and statistical physics. The third edition includes fresh material on mutually unbiased bases and other advanced subjects, ensuring readers stay current with evolving research. The book is enriched with detailed worked-out examples, chapter exercises, and supplementary problems that reinforce learning.
Key Highlights
- Self-contained approach: Begins with fundamental linear algebra and builds up to advanced tensor calculus, requiring only basic mathematical maturity.
- Focus on Kronecker and tensor products: Offers in-depth coverage of these powerful tools, with applications in quantum mechanics, computer graphics, fractals, and more.
- Practical software implementations: The final chapter provides code examples, enabling readers to implement concepts directly in computational environments.
- Rich problem sets: Each chapter includes exercises and supplementary problems to test understanding and encourage independent exploration.
- Updated third edition: Includes new topics like mutually unbiased bases, reflecting the latest developments in quantum information theory.
Inside the Book
The book is structured to guide readers progressively through increasingly complex material. Early chapters cover essential linear algebra, including vector spaces, matrices, eigenvalues, and singular value decomposition. The middle sections introduce multilinear algebra, focusing on the Kronecker product and its properties, such as the mixed-product property and commutativity. Later chapters delve into tensor products, tensor calculus, and applications in areas like quantum entanglement, teleportation, and partial trace. Each theoretical discussion is accompanied by concrete examples, and the software chapter demonstrates how to perform these calculations using popular programming tools.
Key Topics
- Linear algebra foundations: Vector spaces, linear transformations, matrix decompositions, and norms.
- Kronecker product: Definitions, properties, and applications in signal processing, wavelets, and computer graphics.
- Tensor product: Multilinear algebra, tensor spaces, and operations such as contraction and symmetrization.
- Advanced applications: Quantum computing, Hopf algebras, Yang–Baxter equations, fractals, and statistical physics.
- Software implementations: Practical code for matrix calculus, Kronecker products, and tensor operations.
Reader Benefits
Readers will gain a deep, intuitive understanding of linear and multilinear algebra, enabling them to tackle complex problems in mathematics, physics, and engineering. The book’s practical orientation means that concepts are not just abstract—they are directly applicable to research and industry. The inclusion of software implementations saves time and helps readers verify their own calculations. For Indian students preparing for competitive exams or advanced coursework, this book provides a rigorous yet accessible pathway to mastery. The clear explanations and abundant examples reduce the learning curve, making even challenging topics approachable.
Learning Outcomes
- Master core concepts: Achieve proficiency in linear algebra, multilinear algebra, and tensor calculus.
- Apply Kronecker and tensor products: Use these tools effectively in signal processing, quantum mechanics, and computer graphics.
- Implement computations: Translate mathematical theory into working software code for practical problem-solving.
- Understand advanced topics: Grasp quantum entanglement, teleportation, partial trace, and mutually unbiased bases.
- Solve complex problems: Tackle exercises and supplementary problems that simulate real research challenges.
Who Should Read
This book is ideal for pure and applied mathematicians, theoretical physicists, and engineers who need a solid foundation in linear and multilinear algebra. It is also well-suited for graduate students and advanced undergraduates in mathematics, physics, computer science, and electrical engineering. Professionals working in quantum computing, signal processing, computer graphics, or statistical mechanics will find the practical focus invaluable. For Indian readers, the book aligns with advanced curricula in premier institutions like the IITs, IISc, and central universities, making it a perfect companion for courses and self-study.
About the Author
Yorick Hardy is a respected researcher and educator with extensive experience in mathematics and computational science. His work focuses on the applications of linear algebra, multilinear algebra, and tensor calculus in diverse fields, from quantum information theory to computer graphics. Hardy’s teaching philosophy emphasizes clarity and practicality, which is evident in the book’s well-structured exposition and numerous examples. He has contributed to several peer-reviewed publications and is known for his ability to demystify complex mathematical concepts for a broad audience.
About the Publisher
World Scientific Publishing Company is a leading international academic publisher with a strong presence in India. Renowned for its high-quality textbooks and research monographs, World Scientific serves the global scientific community by publishing works that advance knowledge in mathematics, physics, engineering, and related disciplines. Their commitment to rigorous editorial standards and affordable pricing makes them a trusted partner for Indian students and researchers. This hardcover edition reflects their dedication to producing durable, well-produced books that stand the test of time.
Conclusion
Matrix Calculus, Kronecker Product and Tensor Product is more than a textbook—it is a comprehensive toolkit for anyone serious about mastering advanced algebra and its applications. Yorick Hardy’s practical approach, combined with the book’s rich content and software implementations, ensures that readers not only understand the theory but can also apply it confidently. Whether you are a student aiming for academic excellence or a researcher pushing the boundaries of your field, this volume will serve as a trusted reference for years to come. Add it to your collection today from Bookshops.in and unlock the power of linear and multilinear algebra.
Quick Summary
Matrix Calculus, Kronecker Product and Tensor Product by Yorick Hardy is a self-contained, practical guide to linear algebra, multilinear algebra, and tensor calculus. It bridges theory and application, covering standard topics alongside advanced concepts like the Kronecker product and tensor product, which are essential in quantum computing, signal processing, statistical physics, and computer graphics. The book is rich with detailed worked-out examples and exercises, making it ideal for students and researchers who want to deepen their understanding. A standout feature is the final chapter, which provides software implementations, allowing readers to experiment with the mathematics in practice. This volume is perfect for graduate students in mathematics, physics, and engineering, as well as professionals in data science and quantum technologies. By choosing Bookshops.in, you get a reliable, high-quality hardcover edition delivered across India, with excellent customer service and competitive pricing. Whether you are preparing for research or seeking to solve real-world problems, this book equips you with the tools and knowledge to succeed.
Book Highlights
Book Specifications
| ISBN-13 | 9789811202513 |
| ISBN-10 | 9811202516 |
| Publisher | World Scientific Pub Co Inc |
| Language | English |
| Dimensions | 15.24 x 2.24 x 22.86 cm |
| Weight | 662 g |
| Country | India |
| Category | Mathematics › Algebra & Trigonometry |
| Genre | Science & Mathematics |
| Original Language | English |
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