The Resource A field guide to dynamical recurrent networks, edited by John F. Kolen, Stefan C. Kremer, (electronic resource)

A field guide to dynamical recurrent networks, edited by John F. Kolen, Stefan C. Kremer, (electronic resource)

Label
A field guide to dynamical recurrent networks
Title
A field guide to dynamical recurrent networks
Statement of responsibility
edited by John F. Kolen, Stefan C. Kremer
Title variation
Dynamical recurrent networks
Contributor
Provider
Publisher
Subject
Language
eng
Cataloging source
IEEEE
Illustrations
illustrations
Index
index present
LC call number
QA76.87
LC item number
.F54 2001
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
  • 1965-
  • 1968-
http://library.link/vocab/relatedWorkOrContributorName
  • Kolen, John F.
  • Kremer, Stefan C.
  • IEEE Xplore
  • John Wiley & Sons
  • Institute of Electrical and Electronics Engineers
http://library.link/vocab/subjectName
  • Neural networks (Computer science)
  • Rekursives neuronales Netz
Label
A field guide to dynamical recurrent networks, edited by John F. Kolen, Stefan C. Kremer, (electronic resource)
Instantiates
Publication
Note
  • Made available via IEEE Xplore Digital Library
  • "IEEE order no. PC5809"--T.p. verso
Bibliography note
Includes bibliographical references (p. 379-408) and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • Memory Kernels
  • Ah Chung Tsoi, Andrew Back, José Principe, and Mike Mozer
  • Capabilities
  • Dynamical systems and iterated function systems
  • John F. Kolen
  • Representation of discrete states
  • C. Lee Giles and Christian Omlin
  • Simple stable encodings of finite-state machines in dynamic recurrent networks
  • Mikel L. Forcada and Raphael C. Carrasco
  • Representation beyond finite states: alternatives to pushdown automata
  • Introduction
  • Janet Wiles, Alan D. Blair, and Mikael Bodén
  • Universal computation and super-turing capabilities
  • Hava T. Siegelmann
  • Algorithms
  • Insertion of prior knowledge
  • Paolo Frasconi ... [et al.]
  • Gradient calculations for dynamic recurrent neural networks
  • Barak A. Pearlmutter
  • Understanding and explaining DRN behavior
  • Christian Omlin
  • Dynamical recurrent networks
  • Limitations
  • Evaluating benchmark problems by random guessing
  • Jürgen Schmidhuber, Sepp Hochreiter, and Yoshua Bengio
  • Gradient flow in recurrent nets: the difficulty of learning long-term dependencies
  • Sepp Hochreiter ... [et al.]
  • Limiting the computational power of recurrent neural networks: VC dimension and noise
  • Christopher Moore
  • Applications
  • Dynamical recurrent networks in control
  • Danil V. Prokhorov, Gintaras V. Puskorius, and Lee A. Feldkamp
  • John F. Kolen and Stefan C. Kremer
  • Sentence processing and linguistic structure
  • Whitney Tabor
  • Neural network architectures for the modeling of dynamic system
  • Hans-Georg Zimmermann and Ralph Neuneier
  • From sequences to data structures: theory and applications
  • Paolo Frasconi ... [et al.]
  • Conclusion
  • Dynamical recurrent networks: looking back and looking forward
  • Stefan C. Kremer and John F. Kolen
  • Architectures
  • Networks with adaptive state transitions
  • David Calvert and Stefan C. Kremer
  • Delay networks: buffers to the rescue
  • Tsung-Nan Lin and C. Lee Giles
Dimensions
unknown
Extent
1 online resource (xxx, 421 p.)
Form of item
online
Isbn
9780470544037
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
ill.
Specific material designation
remote
Stock number
9780470544037
System control number
  • (OCoLC)557451231
  • (OCoLC)ocn557451231
Label
A field guide to dynamical recurrent networks, edited by John F. Kolen, Stefan C. Kremer, (electronic resource)
Publication
Note
  • Made available via IEEE Xplore Digital Library
  • "IEEE order no. PC5809"--T.p. verso
Bibliography note
Includes bibliographical references (p. 379-408) and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • Memory Kernels
  • Ah Chung Tsoi, Andrew Back, José Principe, and Mike Mozer
  • Capabilities
  • Dynamical systems and iterated function systems
  • John F. Kolen
  • Representation of discrete states
  • C. Lee Giles and Christian Omlin
  • Simple stable encodings of finite-state machines in dynamic recurrent networks
  • Mikel L. Forcada and Raphael C. Carrasco
  • Representation beyond finite states: alternatives to pushdown automata
  • Introduction
  • Janet Wiles, Alan D. Blair, and Mikael Bodén
  • Universal computation and super-turing capabilities
  • Hava T. Siegelmann
  • Algorithms
  • Insertion of prior knowledge
  • Paolo Frasconi ... [et al.]
  • Gradient calculations for dynamic recurrent neural networks
  • Barak A. Pearlmutter
  • Understanding and explaining DRN behavior
  • Christian Omlin
  • Dynamical recurrent networks
  • Limitations
  • Evaluating benchmark problems by random guessing
  • Jürgen Schmidhuber, Sepp Hochreiter, and Yoshua Bengio
  • Gradient flow in recurrent nets: the difficulty of learning long-term dependencies
  • Sepp Hochreiter ... [et al.]
  • Limiting the computational power of recurrent neural networks: VC dimension and noise
  • Christopher Moore
  • Applications
  • Dynamical recurrent networks in control
  • Danil V. Prokhorov, Gintaras V. Puskorius, and Lee A. Feldkamp
  • John F. Kolen and Stefan C. Kremer
  • Sentence processing and linguistic structure
  • Whitney Tabor
  • Neural network architectures for the modeling of dynamic system
  • Hans-Georg Zimmermann and Ralph Neuneier
  • From sequences to data structures: theory and applications
  • Paolo Frasconi ... [et al.]
  • Conclusion
  • Dynamical recurrent networks: looking back and looking forward
  • Stefan C. Kremer and John F. Kolen
  • Architectures
  • Networks with adaptive state transitions
  • David Calvert and Stefan C. Kremer
  • Delay networks: buffers to the rescue
  • Tsung-Nan Lin and C. Lee Giles
Dimensions
unknown
Extent
1 online resource (xxx, 421 p.)
Form of item
online
Isbn
9780470544037
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
ill.
Specific material designation
remote
Stock number
9780470544037
System control number
  • (OCoLC)557451231
  • (OCoLC)ocn557451231

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