Umfang:
1 Online-Ressource(XIV, 618 p. 21 illus.)
Ausgabe:
2nd ed. 2023.
ISBN:
9783031342486
Serie:
Theoretical and Mathematical Physics
Inhalt:
Introduction -- Classical Dynamics and Ergodic Theory -- Dynamical Entropy and Information -- Algorithmic Complexity -- Machine Learning -- Quantum Mechanics of Finite Degrees of Freedom -- Quantum Information Theory -- Quantum Mechanics of Infinite Degrees of Freedom -- Quantum Dynamical Entropies -- Quantum Algorithmic Complexities -- Quantum Machine Learning.
Inhalt:
This second edition of Dynamics, Information and Complexity in Quantum Systems widens its scope by focussing more on the dynamics of quantum correlations and information in microscopic and mesoscopic systems, and their use for metrological and machine learning purposes. The book is divided into three parts: Part One: Classical Dynamical Systems Addresses classical dynamical systems, classical dynamical entropy, and classical algorithmic complexity. Includes a survey of the theory of simple perceptrons and their storage capacity. Part Two: Quantum Dynamical Systems Focuses on the dynamics of entanglement under dissipative dynamics and its metrological use in finite level quantum systems. Discusses the quantum fluctuation approach to large-scale mesoscopic systems and their emergent dynamics in quantum systems with infinitely many degrees of freedom. Introduces a model of quantum perceptron whose storage capacity is computed and compared with the classical one. Part Three: Quantum Dynamical Entropies and Complexities Devoted to quantum dynamical entropies and algorithmic complexities. This book is meant for advanced students, young and senior researchers working in the fields of quantum statistical mechanics, quantum information, and quantum dynamical systems. It is self-contained, and the only prerequisites needed are a standard knowledge of statistical mechanics, quantum mechanics, and linear operators on Hilbert spaces.
Weitere Ausg.:
ISBN 9783031342479
Weitere Ausg.:
ISBN 9783031342493
Weitere Ausg.:
ISBN 9783031342509
Weitere Ausg.:
Erscheint auch als Druck-Ausgabe ISBN 9783031342479
Weitere Ausg.:
Erscheint auch als Druck-Ausgabe ISBN 9783031342493
Weitere Ausg.:
Erscheint auch als Druck-Ausgabe ISBN 9783031342509
Sprache:
Englisch
DOI:
10.1007/978-3-031-34248-6
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