Coverart for item
The Resource Adaptive Processing of Sequences and Data Structures : International Summer School on Neural Networks “E.R. Caianiello” Vietri sul Mare, Salerno, Italy September 6–13, 1997 Tutorial Lectures, edited by C. Lee Giles, Marco Gori, (electronic resource)

Adaptive Processing of Sequences and Data Structures : International Summer School on Neural Networks “E.R. Caianiello” Vietri sul Mare, Salerno, Italy September 6–13, 1997 Tutorial Lectures, edited by C. Lee Giles, Marco Gori, (electronic resource)

Label
Adaptive Processing of Sequences and Data Structures : International Summer School on Neural Networks “E.R. Caianiello” Vietri sul Mare, Salerno, Italy September 6–13, 1997 Tutorial Lectures
Title
Adaptive Processing of Sequences and Data Structures
Title remainder
International Summer School on Neural Networks “E.R. Caianiello” Vietri sul Mare, Salerno, Italy September 6–13, 1997 Tutorial Lectures
Statement of responsibility
edited by C. Lee Giles, Marco Gori
Creator
Contributor
Editor
Provider
Subject
Language
eng
Summary
This book is devoted to adaptive processing of structured information similar to flexible and intelligent information processing by humans - in contrast to merely sequential processing of predominantly symbolic information within a deterministic framework. Adaptive information processing allows for a mixture of sequential and parallel processing of symbolic as well as subsymbolic information within deterministic and probabilistic frameworks. The book originates from a summer school held in September 1997 and thus is ideally suited for advanced courses on adaptive information processing and advanced learning techniques or for self-instruction. Research and design professionals active in the area of neural information processing will find it a valuable state-of-the-art survey
Member of
http://library.link/vocab/creatorName
Giles, C. Lee
Image bit depth
0
LC call number
  • Q334-342
  • TJ210.2-211.495
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Gori, Marco.
  • SpringerLink
Series statement
Lecture Notes in Computer Science,
Series volume
1387
http://library.link/vocab/subjectName
  • Computer science
  • Data structures (Computer science)
  • Computational complexity
  • Artificial intelligence
  • Computer Science
  • Artificial Intelligence (incl. Robotics)
  • Computation by Abstract Devices
  • Processor Architectures
  • Data Structures
  • Discrete Mathematics in Computer Science
Label
Adaptive Processing of Sequences and Data Structures : International Summer School on Neural Networks “E.R. Caianiello” Vietri sul Mare, Salerno, Italy September 6–13, 1997 Tutorial Lectures, edited by C. Lee Giles, Marco Gori, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Recurrent neural network architectures: An overview -- Gradient based learning methods -- Diagrammatic methods for deriving and relating temporal neural network algorithms -- An introduction to learning structured information -- Neural networks for processing data structures -- The loading problem: Topics in complexity -- Learning dynamic Bayesian networks -- Probabilistic models of neuronal spike trains -- Temporal models in blind source separation -- Recursive neural networks and automata -- The neural network pushdown automaton: Architecture, dynamics and training -- Neural dynamics with stochasticity -- Parsing the stream of time: The value of event-based segmentation in a complex real-world control problem -- Hybrid HMM/ANN systems for speech recognition: Overview and new research directions -- Predictive models for sequence modelling, application to speech and character recognition
Dimensions
unknown
Extent
XIV, 438 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783540697527
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/BFb0053992
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-540-69752-7
Label
Adaptive Processing of Sequences and Data Structures : International Summer School on Neural Networks “E.R. Caianiello” Vietri sul Mare, Salerno, Italy September 6–13, 1997 Tutorial Lectures, edited by C. Lee Giles, Marco Gori, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Recurrent neural network architectures: An overview -- Gradient based learning methods -- Diagrammatic methods for deriving and relating temporal neural network algorithms -- An introduction to learning structured information -- Neural networks for processing data structures -- The loading problem: Topics in complexity -- Learning dynamic Bayesian networks -- Probabilistic models of neuronal spike trains -- Temporal models in blind source separation -- Recursive neural networks and automata -- The neural network pushdown automaton: Architecture, dynamics and training -- Neural dynamics with stochasticity -- Parsing the stream of time: The value of event-based segmentation in a complex real-world control problem -- Hybrid HMM/ANN systems for speech recognition: Overview and new research directions -- Predictive models for sequence modelling, application to speech and character recognition
Dimensions
unknown
Extent
XIV, 438 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783540697527
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/BFb0053992
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-540-69752-7

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