A field guide to dynamical recurrent networks / (Record no. 40086)
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| fixed length control field | 07241nam a2201501 i 4500 |
| 001 - CONTROL NUMBER | |
| control field | 5263132 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20230927112344.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
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| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr |n||||||||| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 100317t20152001nyua ob 001 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780470544037 |
| Qualifying information | electronic |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9780780353695 |
| Qualifying information | |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 0470544031 |
| Qualifying information | electronic |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.1109/9780470544037 |
| Source of number or code | doi |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (CaBNVSL)mat05263132 |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (IDAMS)0b000064810c32a6 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | CaBNVSL |
| Language of cataloging | eng |
| Description conventions | rda |
| Transcribing agency | CaBNVSL |
| Modifying agency | CaBNVSL |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.3/2 |
| 245 02 - TITLE STATEMENT | |
| Title | A field guide to dynamical recurrent networks / |
| Statement of responsibility, etc. | edited by John F. Kolen, Stefan C. Kremer. |
| 246 30 - VARYING FORM OF TITLE | |
| Title proper/short title | Dynamical recurrent networks |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | New York : |
| Name of producer, publisher, distributor, manufacturer | IEEE Press, |
| Date of production, publication, distribution, manufacture, or copyright notice | c2001. |
| 264 #2 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | [Piscataqay, New Jersey] : |
| Name of producer, publisher, distributor, manufacturer | IEEE Xplore, |
| Date of production, publication, distribution, manufacture, or copyright notice | [2009] |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 PDF (xxx, 421 pages) : |
| Other physical details | illustrations. |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Source | rdacontent |
| 337 ## - MEDIA TYPE | |
| Media type term | electronic |
| Source | isbdmedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | online resource |
| Source | rdacarrier |
| 500 ## - GENERAL NOTE | |
| General note | "IEEE order no. PC5809"--T.p. verso. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Includes bibliographical references (p. 379-408) and index. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Preface. Acknowledgments. List of Figures. List of Tables. List of Contributors. INTRODUCTION. Dynamical Recurrent Networks (J. Kolen and S. Kremer). ARCHITECTURES. Networks with Adaptive State Transitions (D. Calvert and S. Kremer). Delay Networks: Buffers to Rescue (T. Lin and C. Giles). Memory Kernels (A. Tsoi, et al.). CAPABILITIES. Dynamical Systems and Iterated Function Systems (J. Kolen). Representation of Discrete States (C. Giles and C. Omlin). Simple Stable Encodings of Finite-State Machines in Dynamic Recurrent Networks (M. Forcada and R. Carrasco). Representation Beyond Finite States: Alternatives to Pushdown Automata (J. Wiles, et al.). Universal Computation and Super-Turing Capabilities (H. Siegelmann). ALGORITHMS. Insertion of Prior Knowledge (P. Frasconi, et al.). Gradient Calculations for Dynamic Recurrent Neural Networks (B. Pearlmutter). Understanding and Explaining DRN Behavior (C. Omlin). LIMITATIONS. Evaluating Benchmark Problems by Random Guessing (J. Schmidhuber, et al.). Gradient Flow in Recurrent Nets: The Difficulty of Learning Long-Term Dependencies (S. Hochreiter, et al.. Limiting the Computational Power of Recurrent Neural Networks: VC Dimension and Noise (C. Moore). APPLICATIONS. Dynamical Reccurent Networks in Control (D. Prokhorov, et al.). Sentence Processing and Linguistic Structure (W. Tabor). Neural Network Architectures for the Modeling of Dynamic Systems (H. Zimmerman and R. Neuneier). From Sequences to Data Structures: Theory and Applications (P. Frasconi, et al.). CONCLUSION. Dynamical Recurrent Networks: Looking Back and Looking Forward (S. Kremer and J. Kolen). Bibliography. Glossary. Index. About the Editors. |
| 506 1# - RESTRICTIONS ON ACCESS NOTE | |
| Terms governing access | Restricted to subscribers or individual electronic text purchasers. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Acquire the tools for understanding new architectures and algorithms of dynamical recurrent networks (DRNs) from this valuable field guide, which documents recent forays into artificial intelligence, control theory, and connectionism. This unbiased introduction to DRNs and their application to time-series problems (such as classification and prediction) provides a comprehensive overview of the recent explosion of leading research in this prolific field. A Field Guide to Dynamical Recurrent Networks emphasizes the issues driving the development of this class of network structures. It provides a solid foundation in DRN systems theory and practice using consistent notation and terminology. Theoretical presentations are supplemented with applications ranging from cognitive modeling to financial forecasting. A Field Guide to Dynamical Recurrent Networks will enable engineers, research scientists, academics, and graduate students to apply DRNs to various real-world problems and learn about different areas of active research. It provides both state-of-the-art information and a road map to the future of cutting-edge dynamical recurrent networks. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Additional physical form available note | Also available in print. |
| 538 ## - SYSTEM DETAILS NOTE | |
| System details note | Mode of access: World Wide Web |
| 588 ## - SOURCE OF DESCRIPTION NOTE | |
| Source of description note | Description based on PDF viewed 12/21/2015. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Neural networks (Computer science) |
| 655 #0 - INDEX TERM--GENRE/FORM | |
| Genre/form data or focus term | Electronic books. |
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| -- | Recurrent neural networks |
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| -- | Regions |
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| -- | Skeleton |
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| -- | Syntactics |
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| -- | Taxonomy |
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| -- | Tensile stress |
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| -- | Trademarks |
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| -- | Training |
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| -- | Trajectory |
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| -- | Transfer functions |
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| -- | Transient analysis |
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| -- | Upper bound |
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| -- | Viterbi algorithm |
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| -- | Wireless communication |
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| -- | Adaptive systems |
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| -- | Algorithm design and analysis |
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| -- | Approximation algorithms |
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| -- | Approximation methods |
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| -- | Artificial neural networks |
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| -- | Benchmark testing |
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| -- | Biological system modeling |
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| -- | Clustering algorithms |
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| -- | Computational modeling |
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| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Kolen, John F., |
| Dates associated with a name | 1965- |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Kremer, Stefan C., |
| Dates associated with a name | 1968- |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | John Wiley & Sons, |
| Relator term | publisher. |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | IEEE Xplore (Online service), |
| Relator term | distributor. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Print version: |
| International Standard Book Number | 9780780353695 |
| 856 42 - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Abstract with links to resource |
| Uniform Resource Identifier | <a href="https://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=5263132">https://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=5263132</a> |
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