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Record Nr. |
UNINA9910829853903321 |
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Autore |
Zhang Junqi <1967-> |
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Titolo |
Learning Automata and Their Applications to Intelligent Systems / / JunQi Zhang and MengChu Zhou |
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Pubbl/distr/stampa |
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Hoboken, New Jersey : , : John Wiley & Sons, Inc., , [2024] |
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©2024 |
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ISBN |
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1-394-18853-6 |
1-394-18850-1 |
1-394-18852-8 |
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Edizione |
[First edition.] |
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Descrizione fisica |
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1 online resource (275 pages) |
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Disciplina |
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Soggetti |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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Cover -- Title Page -- Copyright -- Contents -- About the Authors -- Preface -- Acknowledgments -- A Guide to Reading this Book -- Organization of the Book -- Chapter 1 Introduction -- 1.1 Ranking and Selection in Noisy Optimization -- 1.2 Learning Automata and Ordinal Optimization -- 1.3 Exercises -- References -- Chapter 2 Learning Automata -- 2.1 Environment and Automaton -- 2.1.1 Environment -- 2.1.2 Automaton -- 2.1.3 Deterministic and Stochastic Automata -- 2.1.4 Measured Norms -- 2.2 Fixed Structure Learning Automata -- 2.2.1 Tsetlin Learning Automaton -- 2.2.2 Krinsky Learning Automaton -- 2.2.3 Krylov Learning Automaton -- 2.2.4 IJA Learning Automaton -- 2.3 Variable Structure Learning Automata -- 2.3.1 Estimator‐Free Learning Automaton -- 2.3.2 Deterministic Estimator Learning Automaton -- 2.3.3 Stochastic Estimator Learning Automaton -- 2.4 Summary -- 2.5 Exercises -- References -- Chapter 3 Fast Learning Automata -- 3.1 Last‐position Elimination‐based Learning Automata -- 3.1.1 Background and Motivation -- 3.1.2 Principles and Algorithm Design -- 3.1.3 Difference Analysis -- 3.1.4 Simulation Studies -- 3.1.5 Summary -- 3.2 Fast Discretized Pursuit Learning Automata -- 3.2.1 Background and Motivation -- 3.2.2 Algorithm Design of Fast Discretized Pursuit LAs -- 3.2.3 Optimality Analysis -- 3.2.4 Simulation Studies -- 3.2.5 Summary -- 3.3 Exercises -- References -- Chapter 4 |
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