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This book highlights a comprehensive introduction to the fundamental statistical mechanics underneath the inner workings of neural networks;
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neural network training non-conventional, statistical distance-measures for neural network optimizations symmetric and asymmetric;
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Statistical Learning using Neural Networks: A Guide for Statisticians and Data Scientists with Python introduces artificial neural networks;
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Statistical Learning using Neural Networks: A Guide for Statisticians and Data Scientists with Python introduces artificial neural networks;
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-- computational, dynamical, and statistical; the other assembles these three perspectives into a unified overview of the neural networks field.;
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-- computational, dynamical, and statistical; the other assembles these three perspectives into a unified overview of the neural networks field.;
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are integrated from statistical physics, information theory, and computer science. Statistical neural field theory and the AdS/CFT;
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The field of Artificial Neural Networks is the fastest growing field in Information Technology and specifically, in Artificial Intelligence;
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, comprehensive resource for study and further research, it explores the major popular neural network models and statistical learning approaches with;
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This book presents a self-contained introduction to techniques from field theory applied to stochastic and collective dynamics in neuronal;
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This is a uniquely comprehensive reference that summarizes the state of the art of signal processing theory and techniques for solving;
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This book is intended to provide a treatment of the theory and applications of Stochastic Neural Networks,that is networks able to learn;
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presents and investigates different methods and schemes for the control of robotic arms whilst exploring the field from all angles. On a more;
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it will provide in-depth knowledge about the theory and practice of brain theory and neural networks. With state-of-the-art inputs by;
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depends on the parameter setting for a given dataset. Meanwhile, adjusting the parameter configuration of neural networks will increase the;
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Approximation capabilities of neural networks Semi-supervised learning Statistical relational learning Kernel methods for structured data Multiple;
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research and teaching programs, but also for the continued interest in the use of neural network tools in scientific inquiry. The book covers;
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research and teaching programs, but also for the continued interest in the use of neural network tools in scientific inquiry. The book covers;
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examines their stability properties with the use of dynamical systems theory. It is suitable for researchers and postgraduate students engaged;
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neural network theory. A particular issue is how well neural networks -- well established for statistical pattern matching -- can perform the;
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, machine learning models and algorithms, biometrics, Kernel Based Models for transductive learning, neural networks, graph analytics in cyber;
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The book begins with an introduction of blind equalization theory and its application in neural networks, then discusses the algorithms;
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in pattern classification, this book offers a theory-based engineering perspective on neural networks and statistical pattern classification. Pattern;
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a general knowledge of statistical mechanics and basic probability theory. It provides the reader with a sound introduction to the field;
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1994, he was only 31.A meeting was organized at CERN, covering the various aspects of his scientific interests: thermal field theory and its;
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and covers the field of neurocomputing, learning systems and related areas. Artificial neural networks provide an information-processing;
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; network models for clinical psychology; response time modeling; analyzing neural time series data; models and methods for reinforcement learning;
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