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Matrix Algebra: Theory, Computations and Applications in Statistics (Springer Texts in Statistics)
88% of respondents would recommend this to a friend
MZN 8575
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Matrix algebra is one of the most important areas of mathematics in data science and statistical theory, providing essential updates and comprehensive coverage on critical topics.
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Detalhes do produto
| Publisher | Springer |
| Publication date | October 12, 2017 |
| Edition | 2nd |
| Language | English |
| File size | 13.4 MB |
| Enhanced typesetting | Not Enabled |
| X-Ray for textbooks | Enabled |
| Word Wise | Not Enabled |
| Print length | 677 pages |
| Format | Print Replica |
| ISBN-13 | 978-3319648675 |
| Page Flip | Not Enabled |
| Part of series | Springer Texts in Statistics |
| Item Weight | 1 lbs (450 grams) |
Quem Deverá Comprar?
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Statistics Students
Ideal for students seeking to understand matrix algebra concepts used in statistical applications and computations.
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Data Scientists
Beneficial for data professionals needing matrix algebra for data analysis and statistical modeling in their work.
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Researchers
Helpful for researchers in statistics requiring deep theoretical knowledge and computational techniques for matrix algebra.
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Beginners
Not suitable for absolute beginners in algebra, as it assumes prior knowledge of matrix concepts.
DESCRIÇÃO DO PRODUTO
Matrix Algebra: Theory, Computations and Applications in Statistics (Springer Texts in Statistics)
Perguntas e respostas do cliente
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Pergunta:
What is the main focus of the book 'Matrix Algebra: Theory, Computations and Applications in Statistics'?
Resposta: This book primarily focuses on the foundational concepts of matrix algebra, emphasizing its applications in statistics. It covers various topics, including matrix operations, eigenvalues, and decompositions, illustrating how these concepts underlie statistical methods. For learners and professionals in statistics, understanding matrix algebra is crucial, as it enhances data analysis and model-building techniques, making this book a valuable resource for both theoretical and practical knowledge. -
Pergunta:
Who is the intended audience for this book?
Resposta: The book is intended for advanced undergraduate and graduate students in mathematics, statistics, and related fields, as well as professionals seeking to deepen their understanding of matrix algebra. It is also beneficial for researchers involved in statistical modeling or data science. By bridging the gap between theory and application, the book caters to those who wish to apply matrix algebra concepts in real-world statistical scenarios. -
Pergunta:
Does this book include computational resources or software examples?
Resposta: Yes, 'Matrix Algebra: Theory, Computations and Applications in Statistics' includes practical examples and computational exercises using statistical software. This hands-on approach allows readers to apply theoretical concepts in practical situations. By utilizing software such as R or MATLAB, users can replicate results, reinforcing their understanding and skills in both matrix algebra and statistics, thereby enhancing their analytical capabilities. -
Pergunta:
How does this book differ from other texts on matrix algebra?
Resposta: Unlike many traditional texts that focus solely on theoretical aspects, this book integrates applications of matrix algebra specifically within the realm of statistics. It provides a comprehensive treatment of both theory and practical computations, making it unique. This combination allows readers to see the relevance of matrix algebra in statistical analysis, thus making it a preferred choice for those looking to apply mathematical concepts in statistics. -
Pergunta:
Is this book suitable for self-study?
Resposta: Absolutely, 'Matrix Algebra: Theory, Computations and Applications in Statistics' is designed with clear explanations, examples, and problem sets, making it an excellent choice for self-learners. Each chapter builds progressively, reinforcing concepts and promoting independent understanding. Users looking to enhance their matrix algebra skills for personal or professional development will find this book accessible and beneficial. -
Pergunta:
Can I find practice problems and solutions in this book?
Resposta: Yes, the book contains numerous practice problems along with detailed solutions that help reinforce learning. These exercises are crucial for applying theoretical knowledge to real scenarios. By working through these problems, readers can assess their understanding and improve their problem-solving skills in statistics and matrix algebra, which are particularly useful for coursework or professional applications. -
Pergunta:
What level of mathematical background is required to effectively understand the content?
Resposta: A solid understanding of linear algebra and basic statistical concepts is recommended for effectively engaging with this book. Knowledge of matrix operations, vector spaces, and statistical inference will enhance the reader's ability to grasp the material. This foundational knowledge enables readers to build on complex matrix algebra applications seamlessly, making the learning process smoother and more connected to statistical applications. -
Pergunta:
Are there any supplemental materials provided with the book?
Resposta: The book often comes with supplemental materials, such as additional exercises, lecture slides, or access to online resources, which further support the learning process. These resources provide opportunities for deeper exploration and understanding of the content. Utilizing these materials can significantly enhance the reader's learning experience and offer varied approaches to mastering matrix algebra in statistical contexts. -
Pergunta:
How is this book relevant to current trends in data science?
Resposta: In the era of big data, matrix algebra plays a critical role in data analysis and machine learning algorithms. This book provides foundational knowledge that is essential for data scientists working with statistical models and algorithms. Understanding matrix operations helps in optimizing data processing techniques, making the book highly relevant for professionals aiming to enhance their data science toolkit with a solid mathematical base. -
Pergunta:
Where can I buy 'Matrix Algebra: Theory, Computations and Applications in Statistics' in Mozambique?
Resposta: You can purchase 'Matrix Algebra: Theory, Computations and Applications in Statistics' from Ubuy in Mozambique. Ubuy offers a streamlined shopping experience, where you can find this book along with various options for shipping and discounts, making it convenient for you to access essential academic resources.
Probability & Statistics Editorial Review
Avaliações e Classificações dos Clientes
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Prós
- Clear and comprehensive explanations
- Well-structured for learning
- Numerous practical examples
- Strong focus on applications
- Engaging writing style
Contras
- Some sections are a bit dense.
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MZN 8575
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Recursos e benefícios
- Comprehensive coverage of matrix algebra for statistical applications.
- Includes updates and additional material in the second edition.
- Ideal for graduate and advanced undergraduate students.
- Covers various types of matrices and their special properties.
- Focus on numerical linear algebra and efficient algorithms.
- Supplementary text for courses in linear models and statistical computing.
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