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Analogue Imprecision In Mlp Training Progress In Neural Processing Vol 4

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Analogue Imprecision In Mlp Training Progress In Neural Processing Vol 4

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Author : Peter Edwards
language : en
Publisher: World Scientific
Release Date : 1996-08-23

Analogue Imprecision In Mlp Training Progress In Neural Processing Vol 4 written by Peter Edwards and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996-08-23 with Computers categories.

Hardware inaccuracy and imprecision are important considerations when implementing neural algorithms. This book presents a study of synaptic weight noise as a typical fault model for analogue VLSI realisations of MLP neural networks and examines the implications for learning and network performance. The aim of the book is to present a study of how including an imprecision model into a learning scheme as a“fault tolerance hint” can aid understanding of accuracy and precision requirements for a particular implementation. In addition the study shows how such a scheme can give rise to significant performance enhancement.

Radial Basis Function Neural Networks With Sequential Learning Progress In Neural Processing

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Author : Ying Wei Lu
language : en
Publisher: World Scientific
Release Date : 1999-10-04

Radial Basis Function Neural Networks With Sequential Learning Progress In Neural Processing written by Ying Wei Lu and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999-10-04 with Computers categories.

This book presents in detail the newly developed sequential learning algorithm for radial basis function neural networks, which realizes a minimal network. This algorithm, created by the authors, is referred to as Minimal Resource Allocation Networks (MRAN). The book describes the application of MRAN in different areas, including pattern recognition, time series prediction, system identification, control, communication and signal processing. Benchmark problems from these areas have been studied, and MRAN is compared with other algorithms. In order to make the book self-contained, a review of the existing theory of RBF networks and applications is given at the beginning.

Analogue Imprecision In Mlp Training

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Author : Peter John Edwards
language : en
Publisher: World Scientific
Release Date : 1996

Analogue Imprecision In Mlp Training written by Peter John Edwards and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Computers categories.

Hardware inaccuracy and imprecision are important considerations when implementing neural algorithms. This book presents a study of synaptic weight noise as a typical fault model for analogue VLSI realisations of MLP neural networks and examines the implications for learning and network performance. The aim of the book is to present a study of how including an imprecision model into a learning scheme as a?fault tolerance hint? can aid understanding of accuracy and precision requirements for a particular implementation. In addition the study shows how such a scheme can give rise to significant performance enhancement.

Modeling Language Cognition And Action Proceedings Of The Ninth Neural Computation And Psychology Workshop

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Author : Angelo Cangelosi
language : en
Publisher: World Scientific
Release Date : 2005-05-19

Modeling Language Cognition And Action Proceedings Of The Ninth Neural Computation And Psychology Workshop written by Angelo Cangelosi and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-05-19 with Psychology categories.

This volume collects together peer reviewed versions of most of the papers presented at the Ninth Neural Computation and Psychology Workshop (NCPW9), held in 2004 at the University of Plymouth (England). The conference invited submissions on neural computation models of all cognitive and psychological processes. The special theme of this year's workshop was “Modeling of Language, Cognition and Action. This topic had the aim to extend the conference appeal from the connectionist psychology community to leaders in neuroscience, robotics and cognitive systems design.The chapters cover the breadth of research in neural computation and psychology, with numerous papers that focus on language modeling, this year's special theme. The book includes chapters from internationally renowned researchers in the various fields of cognitive psychology (such as Art Glenberg and Jonathan Evans) as well as computer science and robotics (such as Stefan Wermter & Stefano Nolfi).The proceedings have been selected for coverage in:• Neuroscience Citation Index®• Index to Scientific & Technical Proceedings® (ISTP® / ISI Proceedings)• Index to Scientific & Technical Proceedings (ISTP CDROM version / ISI Proceedings)• Index to Social Sciences & Humanities Proceedings® (ISSHP® / ISI Proceedings)• Index to Social Sciences & Humanities Proceedings (ISSHP CDROM version / ISI Proceedings)• CC Proceedings — Engineering & Physical Sciences• CC Proceedings — Biomedical, Biological & Agricultural Sciences

From Association To Rules Connectionist Models Of Behavior And Cognition Proceedings Of The Tenth Neural Computation And Psychology Workshop

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Author : Robert M French
language : en
Publisher: World Scientific
Release Date : 2008-01-18

From Association To Rules Connectionist Models Of Behavior And Cognition Proceedings Of The Tenth Neural Computation And Psychology Workshop written by Robert M French and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-01-18 with Psychology categories.

This book introduces a host of connectionist models of cognition and behavior. The major areas covered are high-level cognition, language, categorization and visual perception, and sensory and attentional processing. All of the articles cover unpublished research work. The key contribution of this book is that it focuses exclusively on the advances in connectionist modeling in psychology. The papers are relatively short, and were explicitly written to be accessible to both connectionist modelers and experimental psychologists.

Decision Technologies For Financial Engineering Proceedings Of The Fourth International Conference On Neural Networks In The Capital Markets Nncm 96

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Author : Yaser Abu-mostafa
language : en
Publisher: World Scientific
Release Date : 1998-01-02

Decision Technologies For Financial Engineering Proceedings Of The Fourth International Conference On Neural Networks In The Capital Markets Nncm 96 written by Yaser Abu-mostafa and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998-01-02 with Business & Economics categories.

This volume selects the best contributions from the Fourth International Conference on Neural Networks in the Capital Markets (NNCM). The conference brought together academics from several disciplines with strategists and decision makers from the financial industries.The various chapters present and compare new techniques from many areas including data mining, information systems, machine learning, and statistical artificial intelligence. The volume focuses on evaluating their usefulness for problems in computational finance and financial engineering.Applications — risk management; asset allocation; dynamic trading and hedging; forecasting; trading cost control. Markets — equity; foreign exchange; bond; commodity; derivatives; Approaches — data mining; statistical AI; machine learning; Monte Carlo simulation; bootstrapping; genetic algorithms; nonparametric methods; fuzzy logic.The chapters emphasizes in-depth and comparative evaluation with established approaches.

Connectionist Models Of Cognition And Perception Proceedings Of The Seventh Neural Computation And Psychology Workshop

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Author : John A Bullinaria
language : en
Publisher: World Scientific
Release Date : 2002-05-30

Connectionist Models Of Cognition And Perception Proceedings Of The Seventh Neural Computation And Psychology Workshop written by John A Bullinaria and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002-05-30 with Psychology categories.

Connectionist Models of Cognition and Perception collects together refereed versions of twenty-three papers presented at the Seventh Neural Computation and Psychology Workshop (NCPW7). This workshop series is a well-established and unique forum that brings together researchers from such diverse disciplines as artificial intelligence, cognitive science, computer science, neurobiology, philosophy and psychology to discuss their latest work on connectionist modelling in psychology.The articles have the main theme of connectionist modelling of cognition and perception, and are organised into six sections, on: cell assemblies, representation, memory, perception, vision and language. This book is an invaluable resource for researchers interested in neural models of psychological phenomena.

Connectionist Models Of Cognition And Perception

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Author : John Andrew Bullinaria
language : en
Publisher: World Scientific
Release Date : 2002

Connectionist Models Of Cognition And Perception written by John Andrew Bullinaria and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Computers categories.

Neuromorphic Systems

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Author : Leslie S. Smith
language : en
Publisher: World Scientific
Release Date : 1998

Neuromorphic Systems written by Leslie S. Smith and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with Science categories.

Neuromorphic systems are implementations in silicon of sensory and neural systems whose architecture and design are based on neurobiology. This growing area proffers exciting possibilities, such as sensory systems that can compete with human senses and pattern recognition systems that can run in real time. The area is at the intersection of neurophysiology, computer science and electrical engineering. This book brings together recent developments in Europe and the US, so that researchers in both academia and industry can find out about the state of the art. As well as elementary material on what neuromorphic systems are and why they are growing in importance, the book contains details of current work. Them are articles on aspects of implementing sensory neuromorphic systems, as well as articles on neuromorphic hardware.

Ram Based Neural Networks

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Author : James Austin
language : en
Publisher: World Scientific
Release Date : 1998

Ram Based Neural Networks written by James Austin and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with Computers categories.

RAM-based networks are a class of methods for building pattern recognition systems. Unlike other neural network methods, they learn very quickly and as a result are applicable to a wide variety of problems. This important book presents the latest work by the majority of researchers in the field of RAM-based networks.

Analogue Imprecision In Mlp Training Progress In Neural Processing Vol 4

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