Limitations And Future Trends In Neural Computation
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Limitations And Future Trends In Neural Computation
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Author :
language : en
Publisher: IOS Press
Release Date : 2003
Limitations And Future Trends In Neural Computation written by and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Neural computers categories.
Limitations And Future Trends In Neural Computation
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Author :
language : en
Publisher:
Release Date : 2003
Limitations And Future Trends In Neural Computation written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Neural computers categories.
This work reports critical analyses on complexity issues in the continuum setting and on generalization to new examples, which are two basic milestones in learning from examples in connectionist models. It also covers up-to-date developments in computational mathematics.
Neurosemantics
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Author : Alessio Plebe
language : en
Publisher: Springer
Release Date : 2016-03-16
Neurosemantics written by Alessio Plebe and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-03-16 with Philosophy categories.
This book examines the concept of “ Neurosemantics”, a term currently used in two different senses: the informational meaning of the physical processes in the neural circuits, and semantics in its classical sense, as the meaning of language, explained in terms of neural processes. The book explores this second sense of neurosemantics, yet in doing so, it addresses much of the first meaning as well. Divided into two parts, the book starts with a description and analysis of the mathematics of the brain, including computational units, representational mechanisms and algorithmic principles. This first part pays special attention to the neural architecture which has been used in developing models of neurosemantics. The second part of the book presents a collection of models, and describes each model reproducing specific aspects of the semantics of language. Some of these models target one of the core problems of semantics, the reference of nouns, and in particular of nouns with a strong perceptual characterization. Others address the semantics of predicates, with a detailed analysis of colour attributes. While this book represents a radical shift from traditional semantics, it still pursues a line of continuity that is based on the idea that meaning can be captured, and explained, by a sort of computation.
New Trends In Neural Computation
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Author : José Mira
language : en
Publisher: Springer Science & Business Media
Release Date : 1993-05-27
New Trends In Neural Computation written by José Mira and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993-05-27 with Computers categories.
Neural computation arises from the capacity of nervous tissue to process information and accumulate knowledge in an intelligent manner. Conventional computational machines have encountered enormous difficulties in duplicatingsuch functionalities. This has given rise to the development of Artificial Neural Networks where computation is distributed over a great number of local processing elements with a high degree of connectivityand in which external programming is replaced with supervised and unsupervised learning. The papers presented in this volume are carefully reviewed versions of the talks delivered at the International Workshop on Artificial Neural Networks (IWANN '93) organized by the Universities of Catalonia and the Spanish Open University at Madrid and held at Barcelona, Spain, in June 1993. The 111 papers are organized in seven sections: biological perspectives, mathematical models, learning, self-organizing networks, neural software, hardware implementation, and applications (in five subsections: signal processing and pattern recognition, communications, artificial vision, control and robotics, and other applications).
Handbook Of Neural Computation
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Author : Pijush Samui
language : en
Publisher: Academic Press
Release Date : 2017-07-18
Handbook Of Neural Computation written by Pijush Samui and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-07-18 with Technology & Engineering categories.
Handbook of Neural Computation explores neural computation applications, ranging from conventional fields of mechanical and civil engineering, to electronics, electrical engineering and computer science. This book covers the numerous applications of artificial and deep neural networks and their uses in learning machines, including image and speech recognition, natural language processing and risk analysis. Edited by renowned authorities in this field, this work is comprised of articles from reputable industry and academic scholars and experts from around the world. Each contributor presents a specific research issue with its recent and future trends. As the demand rises in the engineering and medical industries for neural networks and other machine learning methods to solve different types of operations, such as data prediction, classification of images, analysis of big data, and intelligent decision-making, this book provides readers with the latest, cutting-edge research in one comprehensive text. - Features high-quality research articles on multivariate adaptive regression splines, the minimax probability machine, and more - Discusses machine learning techniques, including classification, clustering, regression, web mining, information retrieval and natural language processing - Covers supervised, unsupervised, reinforced, ensemble, and nature-inspired learning methods
The Future Of The Artificial Mind
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Author : Alessio Plebe
language : en
Publisher: CRC Press
Release Date : 2022-06-09
The Future Of The Artificial Mind written by Alessio Plebe and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-09 with Computers categories.
The Future of the Artificial Mind is about the social and technological challenges posed by the new wave of artificial intelligence, both from a technical and a cognitive perspective. Deep neural networks have brought about tremendous technological improvements. This renaissance in artificial intelligence, after decades of stagnation, has enabled new technologies capable of surpassing human performance, as in the case of visual recognition. The book reviews the key ideas that have enabled these goals to be achieved and their historical origins. The book also considers some of the ethical and social challenges that the future development of artificial intelligence will face. Will humans fall in love with future android dolls? What will artificial sex be like? And what will it be like to travel in cars that will treat us as passengers instead of drivers? But predicting the future appears more magic than science. But when it comes to artificial intelligence, it is a constant temptation. Since it is well known that "the only way to get rid of a temptation is to enjoy it!", the hypothesis considered in the last chapter is that emerging trends point to a near future in which intelligence will be ubiquitous, but it will be difficult to identify its bearer. We may be heading towards an era of widespread intelligence, but an intelligence without accountability.
Proceedings 24 Workshop Computational Intelligence Dortmund 27 28 November 2014
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Author : Hoffmann, Frank
language : en
Publisher: KIT Scientific Publishing
Release Date : 2014-11-20
Proceedings 24 Workshop Computational Intelligence Dortmund 27 28 November 2014 written by Hoffmann, Frank and has been published by KIT Scientific Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-11-20 with categories.
Solving Computationally Expensive Engineering Problems
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Author : Slawomir Koziel
language : en
Publisher: Springer
Release Date : 2014-10-01
Solving Computationally Expensive Engineering Problems written by Slawomir Koziel and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-10-01 with Mathematics categories.
Computational complexity is a serious bottleneck for the design process in virtually any engineering area. While migration from prototyping and experimental-based design validation to verification using computer simulation models is inevitable and has a number of advantages, high computational costs of accurate, high-fidelity simulations can be a major issue that slows down the development of computer-aided design methodologies, particularly those exploiting automated design improvement procedures, e.g., numerical optimization. The continuous increase of available computational resources does not always translate into shortening of the design cycle because of the growing demand for higher accuracy and necessity to simulate larger and more complex systems. Accurate simulation of a single design of a given system may be as long as several hours, days or even weeks, which often makes design automation using conventional methods impractical or even prohibitive. Additional problems include numerical noise often present in the simulation data, possible presence of multiple locally optimum designs, as well as multiple conflicting objectives. In this edited book, various techniques that can alleviate solving computationally expensive engineering design problems are presented. One of the most promising approaches is the use of fast replacement models, so-called surrogates, that reliably represent the expensive, simulation-based model of the system/device of interest but they are much cheaper and analytically tractable. Here, a group of international experts summarize recent developments in the area and demonstrate applications in various disciplines of engineering and science. The main purpose of the work is to provide the basic concepts and formulations of the surrogate-based modeling and optimization paradigm, as well as discuss relevant modeling techniques, optimization algorithms and design procedures. Therefore, this book should be useful to researchers and engineers from any discipline where computationally heavy simulations are used on daily basis in the design process.
Corpus Linguistics Volume 2
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Author : Anke Lüdeling
language : en
Publisher: Walter de Gruyter
Release Date : 2009-03-26
Corpus Linguistics Volume 2 written by Anke Lüdeling and has been published by Walter de Gruyter this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-03-26 with Language Arts & Disciplines categories.
In vielen Bereichen der Linguistik werden Textkorpora, Sprachkorpora oder multimodale Korpora heute als empirische Basis verwendet. Aufbauend auf Methoden des 19. Jahrhunderts haben sich dabei mit dem Aufkommen von elektronischen Korpora seit den 1940ern neue Standards für linguistische Annotation und Vorverarbeitung sowie für qualitative und quantitative Untersuchungen entwickelt. Das Handbuch bietet einen umfassenden Überblick über Geschichte, Methoden und Anwendungen der Korpuslinguistik. Die einzelnen Überblicks- und Spezialartikel sind von Experten und Expertinnen der jeweiligen Gebiete geschrieben. Dabei wird auf klare und umfassende Darstellung, eine gute Vernetzung zwischen den Artikel und weiterführende Hinweise Wert gelegt.
Contemporary Theory And Pragmatic Approaches In Fuzzy Computing Utilization
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Author : Chen, Toly
language : en
Publisher: IGI Global
Release Date : 2012-07-31
Contemporary Theory And Pragmatic Approaches In Fuzzy Computing Utilization written by Chen, Toly and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-07-31 with Computers categories.
"This book presents the most innovative systematic and practical facets of fuzzy computing technologies to students, scholars, and academicians, as well as practitioners, engineers, and professionals"--