Faithful Representations And Topographic Maps

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Faithful Representations and Topographic Maps

Author : Marc M. Van Hulle
Publisher : Wiley-Interscience
ISBN 13 :
Total Pages : 296 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Faithful Representations and Topographic Maps by : Marc M. Van Hulle

Download or read book Faithful Representations and Topographic Maps written by Marc M. Van Hulle and published by Wiley-Interscience. This book was released on 2000-02 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: A new perspective on topographic map formation and the advantages of information-based learning The study of topographic map formation provides us with important tools for both biological modeling and statistical data modeling. Faithful Representations and Topographic Maps offers a unified, systematic survey of this rapidly evolving field, focusing on current knowledge and available techniques for topographic map formation. The author presents a cutting-edge, information-based learning strategy for developing equiprobabilistic topographic maps--that is, maps in which all neurons have an equal probability to be active--clearly demonstrating how this approach yields faithful representations and how it can be successfully applied in such areas as density estimation, regression, clustering, and feature extraction. The book begins with the standard approach of distortion-based learning, discussing the commonly used Self-Organizing Map (SOM) algorithm and other algorithms, and pointing out their inadequacy for developing equiprobabilistic maps. It then examines the advantages of information-based learning techniques, and finally introduces a new algorithm for equiprobabilistic topographic map formation using neurons with kernel-based response characteristics. The complete learning algorithms and simulation details are given throughout, along with comparative performance analysis tables and extensive references. Faithful Representations and Topographic Maps is an excellent, eye-opening guide for neural network researchers, industrial scientists involved in data mining, and anyone interested in self-organization and topographic maps.

Computational Intelligence: A Compendium

Author : John Fulcher
Publisher : Springer Science & Business Media
ISBN 13 : 3540782923
Total Pages : 1182 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Computational Intelligence: A Compendium by : John Fulcher

Download or read book Computational Intelligence: A Compendium written by John Fulcher and published by Springer Science & Business Media. This book was released on 2008-06-16 with total page 1182 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational Intelligence: A Compendium presents a well structured overview about this rapidly growing field with contributions of leading experts in Computational Intelligence. The main focus of the compendium is on applied methods tired-and-proven effective to realworld problems, which is especially useful for practitioners, researchers, students and also newcomers to the field. The 25 chapters are grouped into the following themes: I. Overview and Background II. Data Preprocessing and Systems Integration III. Artificial Intelligence IV. Logic and Reasoning V. Ontology VI. Agents VII. Fuzzy Systems VIII. Artificial Neural Networks IX. Evolutionary Approaches X. DNA and Immune-based Computing.

Symbol Grounding and Beyond

Author : Paul Vogt
Publisher : Springer Science & Business Media
ISBN 13 : 3540457690
Total Pages : 245 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Symbol Grounding and Beyond by : Paul Vogt

Download or read book Symbol Grounding and Beyond written by Paul Vogt and published by Springer Science & Business Media. This book was released on 2006-09-21 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Third International Workshop on the Emergence and Evolution of Linguistic Communication, EELC 2006. The book presents 12 revised full papers together with 5 invited papers. These focus on the evolution and emergence of language - a fast growing interdisciplinary research area touching such different disciplines as anthropology, linguistics, psychology, primatology, neuroscience, cognitive science and computer science.

Advances in Self-Organising Maps

Author : Nigel Allinson
Publisher : Springer Science & Business Media
ISBN 13 : 1447107152
Total Pages : 299 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Advances in Self-Organising Maps by : Nigel Allinson

Download or read book Advances in Self-Organising Maps written by Nigel Allinson and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Neural Networks: Formal Models and Their Applications – ICANN 2005

Author : Wlodzislaw Duch
Publisher : Springer Science & Business Media
ISBN 13 : 3540287558
Total Pages : 1051 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Artificial Neural Networks: Formal Models and Their Applications – ICANN 2005 by : Wlodzislaw Duch

Download or read book Artificial Neural Networks: Formal Models and Their Applications – ICANN 2005 written by Wlodzislaw Duch and published by Springer Science & Business Media. This book was released on 2005-08-31 with total page 1051 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two volume set LNCS 3696 and LNCS 3697 constitutes the refereed proceedings of the 15th International Conference on Artificial Neural Networks, ICANN 2005, held in Warsaw, Poland in September 2005. The over 600 papers submitted to ICANN 2005 were thoroughly reviewed and carefully selected for presentation. The first volume includes 106 contributions related to Biological Inspirations; topics addressed are modeling the brain and cognitive functions, development of cognitive powers in embodied systems spiking neural networks, associative memory models, models of biological functions, projects in the area of neuroIT, evolutionary and other biological inspirations, self-organizing maps and their applications, computer vision, face recognition and detection, sound and speech recognition, bioinformatics, biomedical applications, and information- theoretic concepts in biomedical data analysis. The second volume contains 162 contributions related to Formal Models and their Applications and deals with new neural network models, supervised learning algorithms, ensemble-based learning, unsupervised learning, recurent neural networks, reinforcement learning, bayesian approaches to learning, learning theory, artificial neural networks for system modeling, decision making, optimalization and control, knowledge extraction from neural networks, temporal data analysis, prediction and forecasting, support vector machines and kernel-based methods, soft computing methods for data representation, analysis and processing, data fusion for industrial, medical and environmental applications, non-linear predictive models for speech processing, intelligent multimedia and semantics, applications to natural language processing, various applications, computational intelligence in games, and issues in hardware implementation.

Advances in Information and Communication

Author : Kohei Arai
Publisher : Springer Nature
ISBN 13 : 3031280733
Total Pages : 927 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Advances in Information and Communication by : Kohei Arai

Download or read book Advances in Information and Communication written by Kohei Arai and published by Springer Nature. This book was released on 2023-03-01 with total page 927 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the proceedings of the eighth Future of Information and Computing Conference, which was held successfully in virtual mode. It received a total of 369 paper submissions from renowned and budding scholars, academics, and distinguished members of the industry. The topics fanned across various fields involving computing, Internet of Things, data science, and artificial intelligence. Learned scholars from all walks of life assembled under one roof to share their unique, original, and breakthrough researches and paved a new technological path for the world. Many of the studies seek to change the face of the world itself. Their innovative thinking indeed aims to solve several gruesome problems in the field of communication, data science, ambient intelligence, networking, computing, security, and privacy. The authors have strived to render valuable pieces of study in this edition and hope to acquire enthusiastic support from the readers.

DIE ARCHITEKTURTYPEN DES "SELF-ORGANIZING (FEATURE) MAP (SO(F)M)" NACH TEUVO KOHONEN

Author : Harald Maurer
Publisher : BoD – Books on Demand
ISBN 13 : 3837021467
Total Pages : 98 pages
Book Rating : 4.8/5 (37 download)

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Book Synopsis DIE ARCHITEKTURTYPEN DES "SELF-ORGANIZING (FEATURE) MAP (SO(F)M)" NACH TEUVO KOHONEN by : Harald Maurer

Download or read book DIE ARCHITEKTURTYPEN DES "SELF-ORGANIZING (FEATURE) MAP (SO(F)M)" NACH TEUVO KOHONEN written by Harald Maurer and published by BoD – Books on Demand. This book was released on 2009 with total page 98 pages. Available in PDF, EPUB and Kindle. Book excerpt: Das Buch stellt eine leicht überarbeitete Fassung meiner Studienarbeit dar, die ich im Fachbereich Informatik bei Prof. Dr. M. Bogdan im Wintersemester 2003/04 und im Sommersemester 2004 geschrieben habe. Es gibt erstmals einen umfassenden Überblick über die wichtigsten Architekturtypen der "Selbstorganisierende (Merkmals-)Karte" (engl."Self-Organizing (Feature) Map (SO(F)M))" des finnischen Ingenieurs Teuvo Kohonen, auch "Kohonen-Karte" genannt, die eine der bedeutendsten Modelle im Rahmen der Theorie der künstlichen Neuronalen Netzwerke darstellt. Es werden dabei die relevantesten Passagen aus den wichtigsten Artikeln der jeweiligen Autoren zitiert, die die zentralen Konzepte der diversen Architekturmodelle wiedergeben und dann zusammengefaßt und kommentiert.

Neural Information Processing

Author : Tingwen Huang
Publisher : Springer
ISBN 13 : 3642344755
Total Pages : 727 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Neural Information Processing by : Tingwen Huang

Download or read book Neural Information Processing written by Tingwen Huang and published by Springer. This book was released on 2012-11-05 with total page 727 pages. Available in PDF, EPUB and Kindle. Book excerpt: The five volume set LNCS 7663, LNCS 7664, LNCS 7665, LNCS 7666 and LNCS 7667 constitutes the proceedings of the 19th International Conference on Neural Information Processing, ICONIP 2012, held in Doha, Qatar, in November 2012. The 423 regular session papers presented were carefully reviewed and selected from numerous submissions. These papers cover all major topics of theoretical research, empirical study and applications of neural information processing research. The 5 volumes represent 5 topical sections containing articles on theoretical analysis, neural modeling, algorithms, applications, as well as simulation and synthesis.

Knowledge-Based Intelligent Information and Engineering Systems

Author : Mircea Gh. Negoita
Publisher : Springer
ISBN 13 : 3540301348
Total Pages : 962 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Knowledge-Based Intelligent Information and Engineering Systems by : Mircea Gh. Negoita

Download or read book Knowledge-Based Intelligent Information and Engineering Systems written by Mircea Gh. Negoita and published by Springer. This book was released on 2004-10-14 with total page 962 pages. Available in PDF, EPUB and Kindle. Book excerpt: We were very pleased to once again extend to the delegates and, we are pleased to th say, our friends the warmest of welcomes to the 8 International Conference on Knowledge-Based Intelligent Information and Engineering Systems at Wellington - stitute of Technology in Wellington, New Zealand. The KES conferences attract a wide range of interest. The broad focus of the c- ference series is the theory and applications of computational intelligence and em- gent technologies. Once purely a research field, intelligent systems have advanced to the point where their abilities have been incorporated into many conventional appli- tion areas. The quest to encapsulate human knowledge and capabilities in domains such as reasoning, problem solving, sensory analysis, and other complex areas has been avidly pursued. This is because it has been demonstrated that these abilities have definite practical applications. The techniques long ago reached the point where they are being exploited to provide commercial advantages for companies and real beneficial effects on profits. KES 2004 provided a valuable mechanism for delegates to obtain a profound view of the latest intelligent systems research into a range of - gorithms, tools and techniques. KES 2004 also gave delegates the chance to come into contact with those applying intelligent systems in diverse commercial areas. The combination of theory and practice represents a uniquely valuable opportunity for - preciating the full spectrum of intelligent-systems activity and the “state of the art”.

Challenging Problems and Solutions in Intelligent Systems

Author : Guy de Trė
Publisher : Springer
ISBN 13 : 3319301659
Total Pages : 347 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Challenging Problems and Solutions in Intelligent Systems by : Guy de Trė

Download or read book Challenging Problems and Solutions in Intelligent Systems written by Guy de Trė and published by Springer. This book was released on 2016-03-25 with total page 347 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents recent research, challenging problems and solutions in Intelligent Systems– covering the following disciplines: artificial and computational intelligence, fuzzy logic and other non-classic logics, intelligent database systems, information retrieval, information fusion, intelligent search (engines), data mining, cluster analysis, unsupervised learning, machine learning, intelligent data analysis, (group) decision support systems, intelligent agents and multi-agent systems, knowledge-based systems, imprecision and uncertainty handling, electronic commerce, distributed systems, etc. The book defines a common ground for sometimes seemingly disparate problems and addresses them by using the paradigm of broadly perceived intelligent systems. It presents a broad panorama of a multitude of theoretical and practical problems which have been successfully dealt with using the paradigm of intelligent computing.

Self-Organizing Maps

Author : Teuvo Kohonen
Publisher : Springer Science & Business Media
ISBN 13 : 3642569277
Total Pages : 514 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis Self-Organizing Maps by : Teuvo Kohonen

Download or read book Self-Organizing Maps written by Teuvo Kohonen and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 514 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Self-Organizing Map (SOM), with its variants, is the most popular artificial neural network algorithm in the unsupervised learning category. About 4000 research articles on it have appeared in the open literature, and many industrial projects use the SOM as a tool for solving hard real world problems. Many fields of science have adopted the SOM as a standard analytical tool: statistics, signal processing, control theory, financial analyses, experimental physics, chemistry and medicine. This new edition includes a survey of over 2000 contemporary studies to cover the newest results. Case examples are provided with detailed formulae, illustrations, and tables. Further, a new chapter on software tools for SOM has been included whilst other chapters have been extended and reorganised.

Inference and Learning from Data

Author : Ali H. Sayed
Publisher : Cambridge University Press
ISBN 13 : 100921828X
Total Pages : 1081 pages
Book Rating : 4.0/5 (92 download)

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Book Synopsis Inference and Learning from Data by : Ali H. Sayed

Download or read book Inference and Learning from Data written by Ali H. Sayed and published by Cambridge University Press. This book was released on 2022-11-30 with total page 1081 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover data-driven learning methods with the third volume of this extraordinary three-volume set.

Neural Information Processing

Author : Jun Wang
Publisher : Springer
ISBN 13 : 3540464824
Total Pages : 1203 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Neural Information Processing by : Jun Wang

Download or read book Neural Information Processing written by Jun Wang and published by Springer. This book was released on 2006-10-03 with total page 1203 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three volume set LNCS 4232, LNCS 4233, and LNCS 4234 constitutes the refereed proceedings of the 13th International Conference on Neural Information Processing, ICONIP 2006, held in Hong Kong, China in October 2006. The 386 revised full papers presented were carefully reviewed and selected from 1175 submissions.

Self-Organizing Neural Networks

Author : Udo Seiffert
Publisher : Physica
ISBN 13 : 3790818100
Total Pages : 289 pages
Book Rating : 4.7/5 (98 download)

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Book Synopsis Self-Organizing Neural Networks by : Udo Seiffert

Download or read book Self-Organizing Neural Networks written by Udo Seiffert and published by Physica. This book was released on 2013-11-11 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Self-Organizing Map (SOM) is one of the most frequently used architectures for unsupervised artificial neural networks. Introduced by Teuvo Kohonen in the 1980s, SOMs have been developed as a very powerful method for visualization and unsupervised classification tasks by an active and innovative community of interna tional researchers. A number of extensions and modifications have been developed during the last two decades. The reason is surely not that the original algorithm was imperfect or inad equate. It is rather the universal applicability and easy handling of the SOM. Com pared to many other network paradigms, only a few parameters need to be arranged and thus also for a beginner the network leads to useful and reliable results. Never theless there is scope for improvements and sophisticated new developments as this book impressively demonstrates. The number of published applications utilizing the SOM appears to be unending. As the title of this book indicates, the reader will benefit from some of the latest the oretical developments and will become acquainted with a number of challenging real-world applications. Our aim in producing this book has been to provide an up to-date treatment of the field of self-organizing neural networks, which will be ac cessible to researchers, practitioners and graduated students from diverse disciplines in academics and industry. We are very grateful to the father of the SOMs, Professor Teuvo Kohonen for sup porting this book and contributing the first chapter.

Computational Intelligence Methods for Bioinformatics and Biostatistics

Author : Francesco Masulli
Publisher : Springer Science & Business Media
ISBN 13 : 364202503X
Total Pages : 304 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Computational Intelligence Methods for Bioinformatics and Biostatistics by : Francesco Masulli

Download or read book Computational Intelligence Methods for Bioinformatics and Biostatistics written by Francesco Masulli and published by Springer Science & Business Media. This book was released on 2009-07-14 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the Fifth International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics, CIBB 2008, held in Vietri sul Mare, Italy, in October 2008. The 23 revised full papers presented together with 3 invited lectures were carefully reviewed and selected from 69 submissions. The main goal of the CIBB meetings is to provide a forum open to researchers from different disciplines to present and discuss problems concerning computational techniques in bioinformatics, systems biology and medical informatics with a particular focus on neural networks, machine learning, fuzzy logic, and evolutionary computation methods.

Cognitive Science

Author : Harald Maurer
Publisher : CRC Press
ISBN 13 : 135104351X
Total Pages : 400 pages
Book Rating : 4.3/5 (51 download)

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Book Synopsis Cognitive Science by : Harald Maurer

Download or read book Cognitive Science written by Harald Maurer and published by CRC Press. This book was released on 2021-07-08 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Mind and Brain are usually considered as one and the same nonlinear, complex dynamical system, in which information processing can be described with vector and tensor transformations and with attractors in multidimensional state spaces. Thus, an internal neurocognitive representation concept consists of a dynamical process which filters out statistical prototypes from the sensorial information in terms of coherent and adaptive n-dimensional vector fields. These prototypes serve as a basis for dynamic, probabilistic predictions or probabilistic hypotheses on prospective new data (see the recently introduced approach of "predictive coding" in neurophilosophy). Furthermore, the phenomenon of sensory and language cognition would thus be based on a multitude of self-regulatory complex dynamics of synchronous self-organization mechanisms, in other words, an emergent "flux equilibrium process" ("steady state") of the total collective and coherent neural activity resulting from the oscillatory actions of neuronal assemblies. In perception it is shown how sensory object informations, like the object color or the object form, can be dynamically related together or can be integrated to a neurally based representation of this perceptual object by means of a synchronization mechanism ("feature binding"). In language processing it is shown how semantic concepts and syntactic roles can be dynamically related together or can be integrated to neurally based systematic and compositional connectionist representations by means of a synchronization mechanism ("variable binding") solving the Fodor-Pylyshyn-Challenge. Since the systemtheoretical connectionism has succeeded in modeling the sensory objects in perception as well as systematic and compositional representations in language processing with this vector- and oscillation-based representation format, a new, convincing theory of neurocognition has been developed, which bridges the neuronal and the cognitive analysis level. The book describes how elementary neuronal information is combined in perception and language, so it becomes clear how the brain processes this information to enable basic cognitive performance of the humans.

Knowledge-based Intelligent Information Engineering Systems & Allied Technologies

Author : Norio Baba
Publisher : IOS Press
ISBN 13 : 9781586031923
Total Pages : 860 pages
Book Rating : 4.0/5 (319 download)

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Book Synopsis Knowledge-based Intelligent Information Engineering Systems & Allied Technologies by : Norio Baba

Download or read book Knowledge-based Intelligent Information Engineering Systems & Allied Technologies written by Norio Baba and published by IOS Press. This book was released on 2001 with total page 860 pages. Available in PDF, EPUB and Kindle. Book excerpt: The annual Kes International Conference in Knowledge-based Intelligent Information Engineering Systems and Allied Technologies has become an event that is held in high regard by the intelligent systems community. The proceedings of the fifth conference represents a comprehensive survey of research on the theory and application of knowledge-based intelligent systems including topics such as: generic intelligent techniques - artificial neural networks, machine learning fuzzy and neuro-fuzzy techniques, and artificial life; applications of intelligent systems - condition monitoring, fault diagnosis, image processing, and high voltage systems; and allied technologies - communications, the Internet and web-based technologies, e-commerce, and computer pets. The proceedings should be of interest to those in the intelligent systems field, such as engineers, researchers and students.