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An Introduction to Partial Differential Equations with MATLAB
  • Language: en
  • Pages: 510

An Introduction to Partial Differential Equations with MATLAB

  • Type: Book
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  • Published: 2024-08-01
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  • Publisher: CRC Press

The first two editions of An Introduction to Partial Differential Equations with MATLAB® gained popularity among instructors and students at various universities throughout the world. Plain mathematical language is used in a friendly manner to provide a basic introduction to partial differential equations (PDEs). Suitable for a one- or two-semester introduction to PDEs and Fourier series, the book strives to provide physical, mathematical, and historical motivation for each topic. Equations are studied based on method of solution, rather than on type of equation. This third edition of this popular textbook updates the structure of the book by increasing the role of the computational portion...

Computational Optimization
  • Language: en
  • Pages: 415

Computational Optimization

  • Type: Book
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  • Published: 2023-02-17
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  • Publisher: CRC Press

This textbook offers a guided tutorial that reviews the theoretical fundamentals while going through the practical examples used for constructing the computational frame, applied to various real-life models. Computational Optimization: Success in Practice will lead the readers through the entire process. They will start with the simple calculus examples of fitting data and basics of optimal control methods and end up constructing a multi-component framework for running PDE-constrained optimization. This framework will be assembled piece by piece; the readers may apply this process at the levels of complexity matching their current projects or research needs. By connecting examples with the t...

An Introduction to Optimization with Applications in Machine Learning and Data Analytics
  • Language: en
  • Pages: 891

An Introduction to Optimization with Applications in Machine Learning and Data Analytics

  • Type: Book
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  • Published: 2023-12-07
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  • Publisher: CRC Press

The primary goal of this text is a practical one. Equipping students with enough knowledge and creating an independent research platform, the author strives to prepare students for professional careers. Providing students with a marketable skill set requires topics from many areas of optimization. The initial goal of this text is to develop a marketable skill set for mathematics majors as well as for students of engineering, computer science, economics, statistics, and business. Optimization reaches into many different fields. This text provides a balance where one is needed. Mathematics optimization books are often too heavy on theory without enough applications; texts aimed at business stu...

Differential Calculus in Several Variables
  • Language: en
  • Pages: 325

Differential Calculus in Several Variables

  • Type: Book
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  • Published: 2024-02-06
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  • Publisher: CRC Press

The aim of this book is to lead the reader out from the ordinary routine of computing and calculating by engaging in a more dynamic process of learning. This Learning-by-Doing Approach can be traced back to Aristotle, who wrote in his Nicomachean Ethics that “For the things we have to learn before we can do them, we learn by doing them”. The theory is illustrated through many relevant examples, followed by a large number of exercises whose requirements are rendered by action verbs: find, show, verify, check and construct. Readers are compelled to analyze and organize analytical skills. Rather than placing the exercises in bulk at the end of each chapter, sets of practice questions after ...

Introducing Game Theory and its Applications
  • Language: en
  • Pages: 288

Introducing Game Theory and its Applications

  • Type: Book
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  • Published: 2024-08-02
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  • Publisher: CRC Press

This classic text, originally from the noted logician Elliot Mendelson, is intended to be an easy-to-read introduction to the basic ideas and techniques of game theory. It can be used as a class textbook or for self-study. Introducing Game Theory and its Applications, Second Edition presents an easy-to-read introduction to the basic ideas and techniques of game theory. After a brief introduction, the authors begin with a chapter devoted to combinatorial games--a topic neglected or treated minimally in most other texts. The focus then shifts to two-person zero-sum games and their solutions. Here the authors present the simplex method based on linear programming for solving these games and dev...

Decision Analysis through Modeling and Game Theory
  • Language: en
  • Pages: 315

Decision Analysis through Modeling and Game Theory

  • Type: Book
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  • Published: 2024-11-08
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  • Publisher: CRC Press

This unique book presents decision analysis in the context of mathematical modeling and game theory. The author emphasizes and focuses on the model formulation and modeling-building skills required for decision analysis, as well as the technology to support the analysis. The primary objective of Decision Analysis through Modeling and Game Theory is illustrative in nature. It sets the tone through the introduction to mathematical modeling. The text provides a process for formally thinking about the problem and illustrates many scenarios and illustrative examples. These techniques and this approach center on the fact (a) decision makers at all levels must be exposed to the tools and techniques...

Fundamentals of Abstract Algebra
  • Language: en
  • Pages: 351

Fundamentals of Abstract Algebra

  • Type: Book
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  • Published: 2024-04-11
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  • Publisher: CRC Press

Fundamentals of Abstract Algebra is a primary textbook for a one year first course in Abstract Algebra, but it has much more to offer besides this. The book is full of opportunities for further, deeper reading, including explorations of interesting applications and more advanced topics, such as Galois theory. Replete with exercises and examples, the book is geared towards careful pedagogy and accessibility, and requires only minimal prerequisites. The book includes a primer on some basic mathematical concepts that will be useful for readers to understand, and in this sense the book is self-contained. Features Self-contained treatments of all topics Everything required for a one-year first co...

Advanced Linear Algebra
  • Language: en
  • Pages: 657

Advanced Linear Algebra

  • Type: Book
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  • Published: 2024-06-21
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  • Publisher: CRC Press

Designed for advanced undergraduate and beginning graduate students in linear or abstract algebra, Advanced Linear Algebra covers theoretical aspects of the subject, along with examples, computations, and proofs. It explores a variety of advanced topics in linear algebra that highlight the rich interconnections of the subject to geometry, algebra, analysis, combinatorics, numerical computation, and many other areas of mathematics. The author begins with chapters introducing basic notation for vector spaces, permutations, polynomials, and other algebraic structures. The following chapters are designed to be mostly independent of each other so that readers with different interests can jump dir...

Introduction to Financial Mathematics
  • Language: en
  • Pages: 650

Introduction to Financial Mathematics

  • Type: Book
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  • Published: 2024-11-27
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  • Publisher: CRC Press

The second edition of this successful and widely recognized textbook again focuses on discrete topics. The author recognizes two distinct paths of study and careers of actuarial science and financial engineering. This text can be very useful as a common core for both. Therefore, there is substantial material in Introduction to Financial Mathematics, Second Edition on the theory of interest (the first half of the book), as well as the probabilistic background necessary for the study of portfolio optimization and derivative valuation (the second half). A course in multivariable calculus is not required. The material in the first two chapters should go a long way toward helping students prepare...

Linear Algebra With Machine Learning and Data
  • Language: en
  • Pages: 342

Linear Algebra With Machine Learning and Data

  • Type: Book
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  • Published: 2023-05-09
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  • Publisher: CRC Press

This book takes a deep dive into several key linear algebra subjects as they apply to data analytics and data mining. The book offers a case study approach where each case will be grounded in a real-world application. This text is meant to be used for a second course in applications of Linear Algebra to Data Analytics, with a supplemental chapter on Decision Trees and their applications in regression analysis. The text can be considered in two different but overlapping general data analytics categories: clustering and interpolation. Knowledge of mathematical techniques related to data analytics and exposure to interpretation of results within a data analytics context are particularly valuabl...