Manifold Learning
This Open Access book reviews recent theoretical and numerical developments in nonlinear model order reduction in continuum mechanics, being addressed to Master and PhD students, as well as to researchers,...
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117 pages
2024-02-21 Published
Photonic Neural Networks with Spatiotemporal Dynamics
This open access book presents an overview of recent advances in photonic neural networks with spatiotemporal dynamics. The computing and implementation paradigms presented in this book are outcomes of interdisciplinary studies...
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286 pages
2023-10-17 Published
Notes on Diffy Qs
An introductory course on differential equations aimed at engineers. The book covers first order ODEs, higher order linear ODEs, systems of ODEs, Fourier series and PDEs, eigenvalue problems, the Laplace...
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466 pages
2024-05-15 Published
Elementary Differential Equations with Boundary Value Problems
Written in a clear and accurate language that students can understand, Trench's new book minimizes the number of explicitly stated theorems and definitions. Instead, he deals with concepts in a...
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807 pages
2013-12-28 Published
Advanced Mathematical Science for Mobility Society
Hanna Sumita, Kazuhisa Makino, Kazushi Ikeda, Nobuo Yamashita, Satoshi Tsujimoto, Shintaro Yoshizawa, Yoshiumi Kawamura
This open access book presents the mathematical methods for huge data and network analysis. The automotive industry has made steady progress in technological innovations under the names of Connected Autonomous-Shared-Electric...
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215 pages
2024-04-14 Published
Linear Controller Design
The main topic of the book is closed-loop design and the computation of performance limits using convexity. The book introduces a standard framework for the control design problem and describes...
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464 pages
1991-01-01 Published
Convex Optimization
Convex optimization problems arise frequently in many different fields. A comprehensive introduction to the subject, this book shows in detail how such problems can be solved numerically with great efficiency....
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727 pages
2004-03-25 Published
Introduction to Applied Linear Algebra
This groundbreaking textbook combines straightforward explanations with a wealth of practical examples to offer an innovative approach to teaching linear algebra. Requiring no prior knowledge of the subject, it covers...
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474 pages
2018-06-07 Published
Gaussian Processes for Machine Learning
A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines. Gaussian processes (GPs) provide a principled, practical, probabilistic approach to...
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272 pages
2006-01-10 Published
Pattern Recognition and Machine Learning
This leading textbook provides a comprehensive introduction to the fields of pattern recognition and machine learning. It is aimed at advanced undergraduates or first-year PhD students, as well as researchers...
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798 pages
2007-02-01 Published
The Amazing Journey of Reason
Organisms, or organized, living, systems. What's their origin? Why and how did they evolve? The Amazing Journey of Reason analyses the evolution of complex structures in the universe -from the...
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129 pages
2019-12-07 Published
An Introduction to Statistical Learning: with Applications in Python
An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged...
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619 pages
2024-08-13 Published