Introduction to Nonlinear Optimization: Theory, Algorithms, and Applications with Python and MATLAB - Brossura
Sinossi
Built on the framework of the successful first edition, this book serves as a modern introduction to the field of optimization. The author's objective is to provide the foundations of theory and algorithms of nonlinear optimization as well as to present a variety of applications from diverse areas of applied sciences.
Introduction to Nonlinear Optimization gradually yet rigorously builds connections between theory, algorithms, applications, and actual implementation. The book contains several topics not typically included in optimization books, such as optimality conditions in sparsity constrained optimization, hidden convexity, and total least squares. Readers will discover a wide array of applications such as circle fitting, Chebyshev center, the Fermat–Weber problem, denoising, clustering, total least squares, and orthogonal regression. These applications are studied both theoretically and algorithmically, illustrating concepts such as duality. Python and MATLAB programs are used to show how the theory can be implemented. The extremely popular CVX toolbox (MATLAB) and CVXPY module (Python) are described and used.
More than 250 theoretical, algorithmic, and numerical exercises enhance the reader's understanding of the topics. (More than 70 of the exercises provide detailed solutions, and many others are provided with final answers.) The theoretical and algorithmic topics are illustrated by Python and MATLAB examples.
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Introduction to Nonlinear Optimization : Theory, Algorithms and Applications With Python and Matlab / Amir Beck, Tel Aviv University, Tel Aviv, Israel
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SIAM - Society for Industrial and Applied Mathematics, 2023
ISBN 10: 1611977614
ISBN 13: 9781611977615
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Introduction to Nonlinear Optimization : Theory, Algorithms and Applications With Python and Matlab / Amir Beck, Tel Aviv University, Tel Aviv, Israel
Editore:
SIAM - Society for Industrial and Applied Mathematics, 2023
ISBN 10: 1611977614
ISBN 13: 9781611977615
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Introduction to Nonlinear Optimization (Paperback)
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ISBN 10: 1611977614
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Paperback. Condizione: new. Paperback. Built on the framework of the successful first edition, this book serves as a modern introduction to the field of optimization. The author's objective is to provide the foundations of theory and algorithms of nonlinear optimization as well as to present a variety of applications from diverse areas of applied sciences. Introduction to Nonlinear Optimization gradually yet rigorously builds connections between theory, algorithms, applications, and actual implementation. The book contains several topics not typically included in optimization books, such as optimality conditions in sparsity constrained optimization, hidden convexity, and total least squares. Readers will discover a wide array of applications such as circle fitting, Chebyshev center, the FermatWeber problem, denoising, clustering, total least squares, and orthogonal regression. These applications are studied both theoretically and algorithmically, illustrating concepts such as duality. Python and MATLAB programs are used to show how the theory can be implemented. The extremely popular CVX toolbox (MATLAB) and CVXPY module (Python) are described and used.More than 250 theoretical, algorithmic, and numerical exercises enhance the reader's understanding of the topics. (More than 70 of the exercises provide detailed solutions, and many others are provided with final answers.) The theoretical and algorithmic topics are illustrated by Python and MATLAB examples. Built on the framework of the successful first edition, this book serves as a modern introduction to the field of optimization. The author's objective is to provide the foundations of theory and algorithms of nonlinear optimization as well as to present a variety of applications from diverse areas of applied sciences. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Codice articolo 9781611977615
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INTRODUCTION TO NONLINEAR OPTIMIZAT
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Introduction to Nonlinear Optimization Theory, Algorithms, and Applications with Python and MATLAB
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Society for Industrial & Applied Mathematics,U.S., 2023
ISBN 10: 1611977614
ISBN 13: 9781611977615
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Introduction to Nonlinear Optimization
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Society for Industrial and Applied Mathematics,U.S., US, 2023
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Paperback. Condizione: New. Second Edition. Built on the framework of the successful first edition, this book serves as a modern introduction to the field of optimization. The author's objective is to provide the foundations of theory and algorithms of nonlinear optimization as well as to present a variety of applications from diverse areas of applied sciences. Introduction to Nonlinear Optimization gradually yet rigorously builds connections between theory, algorithms, applications, and actual implementation. The book contains several topics not typically included in optimization books, such as optimality conditions in sparsity constrained optimization, hidden convexity, and total least squares. Readers will discover a wide array of applications such as circle fitting, Chebyshev center, the Fermat-Weber problem, denoising, clustering, total least squares, and orthogonal regression. These applications are studied both theoretically and algorithmically, illustrating concepts such as duality. Python and MATLAB programs are used to show how the theory can be implemented. The extremely popular CVX toolbox (MATLAB) and CVXPY module (Python) are described and used.More than 250 theoretical, algorithmic, and numerical exercises enhance the reader's understanding of the topics. (More than 70 of the exercises provide detailed solutions, and many others are provided with final answers.) The theoretical and algorithmic topics are illustrated by Python and MATLAB examples. Codice articolo LU-9781611977615
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Introduction to Nonlinear Optimization
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Introduction to Nonlinear Optimization: Theory, Algorithms, and Applications with Python and MATLAB, Second Edition
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Introduction to Nonlinear Optimization : Theory, Algorithms and Applications With Python and Matlab / Amir Beck, Tel Aviv University, Tel Aviv, Israel
Editore:
SIAM - Society for Industrial and Applied Mathematics, 2023
ISBN 10: 1611977614
ISBN 13: 9781611977615
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Introduction to Nonlinear Optimization: Theory, Algorithms, and Applications with Python and MATLAB
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Society for Industrial & Applied Mathematics,U.S., 2023
ISBN 10: 1611977614
ISBN 13: 9781611977615
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