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Learning is a key issue in the analysis and design of all kinds of intelligent systems. In recent time many new paradigms of automated (machine) learning have been proposed in the literature. Soft computing, that has proved to be an effective and efficient tool in so many areas of science and technology, seems to offer new qualities in the realm of machine learning too. The purpose of this volume is to present some new learning paradigms that have been triggered, or at least strongly influenced by soft computing tools and techniques, mainly related to neural networks, fuzzy logic, rough sets, and evolutionary computations.
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Contenuti
Statistical Learning by Natural Gradient Descent.- Granular Networks and Granular Computing.- Learning and Decision-Making in the Framework of Fuzzy Lattices.- Lazy Learning: A Logical Method for Supervised Learning.- Active Learning in Neural Networks.- Knowledge Extraction from Reinforcement Learning.- Reinforcement Learning for Fuzzy Agents: Application to a Pighouse Environment Control.- Performance Comparisons of Neural Networks and Machine Learning Techniques: A Critical Assessment of the Methodology.- Digital Systems Design Through Learning.- Hybrid Inductive Machine Learning: An Overview of CLIP Algorithms.- An Integer Programming Approach to Inductive Learning Using Genetic and Greedy Algorithms.- Using Unlabeled Data for Learning Classification Problems.- Problems of Rule Induction from Preterm Birth Data.- Reduction of Discriminant Rules Based on Frequent Item Set Calculation.- Deriving a Concise Description of Non-Self Patterns in an Artificial Immune System.
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- EditorePhysica Verlag
- Data di pubblicazione2001
- ISBN 10 3790814369
- ISBN 13 9783790814361
- RilegaturaCopertina rigida
- LinguaInglese
- Numero di pagine464
- RedattoreJain L. C., Kacprzyk Janusz
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New Learning Paradigms in Soft Computing (Studies in Fuzziness and Soft Computing, 84)
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New Learning Paradigms in Soft Computing
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Springer, Berlin, Physica-Verlag HD, Physica Dez 2001, 2001
ISBN 10: 3790814369
ISBN 13: 9783790814361
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Buch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Learning is a key issue in the analysis and design of all kinds of intelligent systems. In recent time many new paradigms of automated (machine) learning have been proposed in the literature. Soft computing, that has proved to be an effective and efficient tool in so many areas of science and technology, seems to offer new qualities in the realm of machine learning too. The purpose of this volume is to present some new learning paradigms that have been triggered, or at least strongly influenced by soft computing tools and techniques, mainly related to neural networks, fuzzy logic, rough sets, and evolutionary computations. 464 pp. Englisch. Codice articolo 9783790814361
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New Learning Paradigms in Soft Computing (Studies in Fuzziness and Soft Computing, 84)
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Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Shows the use of fuzzy logic, neural networks and evoluationary computations in various machine learning proceduresPresents new trends in machine learningLearning is a key issue in the analysis and design of all kinds of intelligent systems. In rece. Codice articolo 5310386
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New Learning Paradigms in Soft Computing
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Buch. Condizione: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Learning is a key issue in the analysis and design of all kinds of intelligent systems. In recent time many new paradigms of automated (machine) learning have been proposed in the literature. Soft computing, that has proved to be an effective and efficient tool in so many areas of science and technology, seems to offer new qualities in the realm of machine learning too. The purpose of this volume is to present some new learning paradigms that have been triggered, or at least strongly influenced by soft computing tools and techniques, mainly related to neural networks, fuzzy logic, rough sets, and evolutionary computations. Codice articolo 9783790814361
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New Learning Paradigms in Soft Computing (Studies in Fuzziness and Soft Computing, 84)
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New Learning Paradigms in Soft Computing
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Condizione: Sehr gut. Zustand: Sehr gut - Gepflegter, sauberer Zustand. Aus der Auflösung einer renommierten Bibliothek. Kann Stempel beinhalten. | Seiten: 480 | Sprache: Englisch | Produktart: Bücher. Codice articolo 630590/202
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New Learning Paradigms in Soft Computing (Studies in Fuzziness and Soft Computing (84))
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Hardcover. Condizione: Like New. Like New. book. Codice articolo ERICA77337908143696
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