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Neural Networks for Conditional Probability Estimation: Forecasting Beyond Point Predictions
ISBN: 9781852330958 / Angielski / Miękka / 302 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Conventional applications of neural networks usually predict a single value as a function of given inputs. In forecasting, for example, a standard objective is to predict the future value of some entity of interest on the basis of a time series of past measurements or observations. Typical training schemes aim to minimise the sum of squared deviations between predicted and actual values (the 'targets'), by which, ideally, the network learns the conditional mean of the target given the input. If the underlying conditional distribution is Gaus sian or at least unimodal, this may be a...
Conventional applications of neural networks usually predict a single value as a function of given inputs. In forecasting, for example, a standard obj...
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201,72 zł |
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Statistical and Neural Classifiers: An Integrated Approach to Design
ISBN: 9781852332976 / Angielski / Twarda / 295 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Automatic (machine) recognition, description, classification, and groupings of patterns are important problems in a variety of engineering and scientific disciplines such as biology, psychology, medicine, marketing, computer vision, artificial intelligence, and remote sensing. Given a pattern, its recognition/classification may consist of one of the following two tasks: (1) supervised classification (also called discriminant analysis); the input pattern is assigned to one of several predefined classes, (2) unsupervised classification (also called clustering); no pattern classes are defined a...
Automatic (machine) recognition, description, classification, and groupings of patterns are important problems in a variety of engineering and scienti...
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605,23 zł |
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Pattern Classification: Neuro-Fuzzy Methods and Their Comparison
ISBN: 9781852333522 / Angielski / Twarda / 327 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Neural networks have a learning capability but analysis of a trained network is difficult. On the other hand, extraction of fuzzy rules is difficult but once they have been extracted, it is relatively easy to analyze the fuzzy system. This book solves the above problems by developing new learning paradigms and architectures for neural networks and fuzzy systems.
The book consists of two parts: Pattern Classification and Function Approximation. In the first part, based on the synthesis principle of the neural-network classifier: A new learning paradigm is discussed and classification... Neural networks have a learning capability but analysis of a trained network is difficult. On the other hand, extraction of fuzzy rules is difficult b...
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403,47 zł |
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Turing's Connectionism: An Investigation of Neural Network Architectures
ISBN: 9781852334758 / Angielski / Miękka / 230 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Alan Mathison Turing (1912-1954) was the first to carry out substantial re search in the field now known as Artificial Intelligence (AI). He was thinking about machine intelligence at least as early as 1941 and during the war cir culated a typewritten paper on machine intelligence among his colleagues at the Government Code and Cypher School (GC & CS), Bletchley Park. Now lost, this was undoubtedly the earliest paper in the field of AI. It probably concerned machine learning and heuristic problem-solving; both were topics that Turing discussed extensively during the war years at GC & CS, as...
Alan Mathison Turing (1912-1954) was the first to carry out substantial re search in the field now known as Artificial Intelligence (AI). He was think...
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524,53 zł |
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neural networks and computing: learning algorithms and applications
ISBN: 9781860947582 / Angielski / Twarda / 324 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. This book covers neural networks with special emphasis on advanced learning methodologies and applications. It includes practical issues of weight initializations, stalling of learning, and escape from a local minima, which have not been covered by many existing books in this area. Additionally, the book highlights the important feature selection problem, which baffles many neural networks practitioners because of the difficulties handling large datasets. It also contains several interesting IT, engineering and bioinformatics applications.
This book covers neural networks with special emphasis on advanced learning methodologies and applications. It includes practical issues of weight ini...
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725,30 zł |
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Neural Networks: Methodology and Applications
ISBN: 9783540229803 / Angielski / Twarda / 516 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Neural networks represent a powerful data processing technique that has reached maturity and broad application. When clearly understood and appropriately used, they are a mandatory component in the toolbox of any engineer who wants make the best use of the available data, in order to build models, make predictions, mine data, recognize shapes or signals, etc. Ranging from theoretical foundations to real-life applications, this book is intended to provide engineers and researchers with clear methodologies for taking advantage of neural networks in industrial, financial or banking... Neural networks represent a powerful data processing technique that has reached maturity and broad application. When clearly understood and appropr... |
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605,23 zł |
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Synergetic Computers and Cognition: A Top-Down Approach to Neural Nets
ISBN: 9783540421634 / Angielski / Twarda / 245 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. The first edition of this book has found great interest among scientists and en- gineers dealing with pattern recognition and among psychologists working on psychophysics or Gestalt psychology. This book also proved highly useful for graduate students of informatics. The concept of the synergetic computer offers an important alternative to the by now more traditional neural nets. I just mention a few advantages: There are no ghost states so that time-consuming methods such as simulated annealing can be avoided; the synaptic strengths are explicitly determined by the prototype patterns to be...
The first edition of this book has found great interest among scientists and en- gineers dealing with pattern recognition and among psychologists work...
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cena:
201,72 zł |
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Neural Networks: An Introduction
ISBN: 9783540602071 / Angielski / Miękka / 331 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Neural Networks presents concepts of neural-network models and techniques of parallel distributed processing in a three-step approach: - A brief overview of the neural structure of the brain and the history of neural-network modeling introduces to associative memory, preceptrons, feature-sensitive networks, learning strategies, and practical applications. - The second part covers subjects like statistical physics of spin glasses, the mean-field theory of the Hopfield model, and the "space of interactions" approach to the storage capacity of neural networks. - The final part discusses...
Neural Networks presents concepts of neural-network models and techniques of parallel distributed processing in a three-step approach: - A brie...
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201,72 zł |
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Neural Networks: A Systematic Introduction
ISBN: 9783540605058 / Angielski / Miękka / 502 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Neural networks are a computing paradigm that is finding increasing attention among computer scientists. In this book, theoretical laws and models previously scattered in the literature are brought together into a general theory of artificial neural nets. Always with a view to biology and starting with the simplest nets, it is shown how the properties of models change when more general computing elements and net topologies are introduced. Each chapter contains examples, numerous illustrations, and a bibliography. The book is aimed at readers who seek an overview of the field or who wish to...
Neural networks are a computing paradigm that is finding increasing attention among computer scientists. In this book, theoretical laws and models pre...
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cena:
363,12 zł |
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Advances in Neural Networks - ISNN 2007: 4th International Symposium on Neutral Networks, ISNN 2007 Nanjing, China, June 3-7, 2007: Proceedings, Part
ISBN: 9783540723820 / Angielski / Miękka / 1365 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. This book is part of a three volume set that constitutes the refereed proceedings of the 4th International Symposium on Neural Networks, ISNN 2007, held in Nanjing, China in June 2007. Coverage includes neural networks for control applications, robotics, data mining and feature extraction, chaos and synchronization, support vector machines, fault diagnosis/detection, image/video processing, and applications of neural networks. This book is part of a three volume set that constitutes the refereed proceedings of the 4th International Symposium on Neural Networks, ISNN 2007,... |
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605,23 zł |
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Advances in Neural Networks - ISNN 2007: 4th International Symposium on Neutral Networks, ISNN 2007, Nanjing, China, June 3-7, 2007, Proceedings, Part
ISBN: 9783540723929 / Angielski / Miękka / 1321 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. This book is part of a three volume set that constitutes the refereed proceedings of the 4th International Symposium on Neural Networks, ISNN 2007, held in Nanjing, China in June 2007. Coverage includes neural networks for control applications, robotics, data mining and feature extraction, chaos and synchronization, support vector machines, fault diagnosis/detection, image/video processing, and applications of neural networks. This book is part of a three volume set that constitutes the refereed proceedings of the 4th International Symposium on Neural Networks, ISNN 2007,... |
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605,23 zł |
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Advances in Neural Networks - ISNN 2007: 4th International Symposium on Neural Networks, ISNN 2007 Nanjing, China, June 3-7, 2007 Proceedings, Part II
ISBN: 9783540723943 / Angielski / Miękka / 1215 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. This book is part of a three volume set that constitutes the refereed proceedings of the 4th International Symposium on Neural Networks, ISNN 2007, held in Nanjing, China in June 2007. Coverage includes neural networks for control applications, robotics, data mining and feature extraction, chaos and synchronization, support vector machines, fault diagnosis/detection, image/video processing, and applications of neural networks. This book is part of a three volume set that constitutes the refereed proceedings of the 4th International Symposium on Neural Networks, ISNN 2007,... |
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403,47 zł |
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Neural Network Models: Theory and Projects
ISBN: 9783540761297 / Angielski / Miękka / 174 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Providing an in-depth treatment of neural network models, this volume explains and proves the main results in a clear and accessible way. It presents the essential principles of nonlinear dynamics as derived from neurobiology, and investigates the stability, convergence behaviour and capacity of networks. Also included are sections on stochastic networks and simulated annealing, presented using Markov processes rather than statistical physics, and a chapter on backpropagation. Each chapter ends with a suggested project designed to help the reader develop an integrated knowledge of the theory,...
Providing an in-depth treatment of neural network models, this volume explains and proves the main results in a clear and accessible way. It presents ...
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cena:
201,72 zł |
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Dealing with Complexity: A Neural Networks Approach
ISBN: 9783540761600 / Angielski / Miękka / 308 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. In almost all areas of science and engineering, the use of computers and microcomputers has, in recent years, transformed entire subject areas. What was not even considered possible a decade or two ago is now not only possible but is also part of everyday practice. As a result, a new approach usually needs to be taken (in order) to get the best out of a situation. What is required is now a computer's eye view of the world. However, all is not rosy in this new world. Humans tend to think in two or three dimensions at most, whereas computers can, without complaint, work in n dimensions, where...
In almost all areas of science and engineering, the use of computers and microcomputers has, in recent years, transformed entire subject areas. What w...
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cena:
403,47 zł |
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Evolutionary Learning Algorithms for Neural Adaptive Control
ISBN: 9783540761617 / Angielski / Miękka / 211 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Evolutionary Learning Algorithms for Neural Adaptive Control is an advanced textbook, which investigates how neural networks and genetic algorithms can be applied to difficult adaptive control problems which conventional results are either unable to solve, or for which they can not provide satisfactory results. It focuses on the principles involved, rather than on the modelling of the applications themselves, and therefore provides the reader with a good introduction to the fundamental issues involved.
Evolutionary Learning Algorithms for Neural Adaptive Control is an advanced textbook, which investigates how neural networks and genetic algorithms ca...
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cena:
201,72 zł |
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Clustering and Classification
ISBN: 9789810212872 / Angielski / Twarda / 500 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. At a moderately advanced level, this book seeks to cover the areas of clustering and related methods of data analysis where major advances are being made. Topics include: hierarchical clustering; variable selection and weighting; additive trees and other network models; relevance of neural network models to clustering; the role of computational complexity in cluster analysis; latent class approaches to cluster analysis; theory and method with applications of a hierarchical classes model in psychology and psychopathology; combinatorial data analysis; clusterwise aggregation of relations;...
At a moderately advanced level, this book seeks to cover the areas of clustering and related methods of data analysis where major advances are being m...
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778,85 zł |
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Methodologies of Using Neural Network and Fuzzy Logic Technologies for Motor Incipient Fault Detection
ISBN: 9789810232658 / Angielski / Twarda / 160 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Motor monitoring, incipient fault detection, and diagnosis are very important and difficult topics in the engineering field. These deal with motors ranging from small DC motors used in intensive care units to the huge motors used in nuclear power plants. With proper machine monitoring and fault detection schemes, improved safety and reliability can be achieved for different engineering system operations. The importance of incipient fault detection can be found in the cost saving which can be obtained by detecting potential machine failures before they occur. Non-invasive, inexpensive, and...
Motor monitoring, incipient fault detection, and diagnosis are very important and difficult topics in the engineering field. These deal with motors ra...
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cena:
184,98 zł |
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Soft Computing in Systems and Control Technology
ISBN: 9789810233815 / Angielski / Twarda / 508 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Soft computing is a branch of computing which, unlike hard computing, can deal with uncertain, imprecise and inexact data. The three constituents of soft computing are fuzzy-logic-based computing, neurocomputing, and genetic algorithms. Fuzzy logic contributes the capability of approximate reasoning, neurocomputing offers function approximation and learning capabilities, and genetic algorithms provide a methodology for systematic random search and optimization. These three capabilities are combined in a complementary and synergetic fashion.
This book presents a cohesive set of contributions... Soft computing is a branch of computing which, unlike hard computing, can deal with uncertain, imprecise and inexact data. The three constituents of s...
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593,87 zł |
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Neuronal Information Processing, from Biological Data to Modelling and Application
ISBN: 9789810238261 / Angielski / Twarda / 220 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. Developments in the neurosciences have considerably modified our knowledge of both the operating modes of neurons and information processing in the cortex. These developments have led to interest in a coding scheme which relies on precise spatio-temporal patterns from both the theoretical and experimental points of view. Further developments in this field may be of importance for our understanding of the basic mechanisms of perception and cognition. They could also lead to concepts in applications directed towards artificial perception and pattern recognition. This book covers the lectures...
Developments in the neurosciences have considerably modified our knowledge of both the operating modes of neurons and information processing in the co...
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cena:
379,69 zł |
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Information Theoretic Neural Computation
ISBN: 9789810240752 / Angielski / Twarda / 220 str. Termin realizacji zamówienia: ok. 5-8 dni roboczych. In order to develope new types of information media and technology, it is essential to model complex and flexible information processing in living systems. This book presents a new approach to modeling complex information processing in living systems. Traditional information-theoretic methods in neural networks are unified in one framework, i.e. a-entropy. This new approach will enable information systems such as computers to imitate and simulate human complex behavior and to uncover the deepest secrets of the human mind.
In order to develope new types of information media and technology, it is essential to model complex and flexible information processing in living sys...
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cena:
491,65 zł |
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