Adaptive Processing of Sequences and Data Structures (häftad)
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Format
Häftad (Paperback / softback)
Språk
Engelska
Antal sidor
438
Utgivningsdatum
1998-03-01
Upplaga
1998 ed.
Förlag
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Medarbetare
Giles, C. Lee (ed.), Gori, Marco (ed.)
Illustratör/Fotograf
Illustrations
Illustrationer
XIV, 438 p.
Dimensioner
234 x 156 x 23 mm
Vikt
627 g
Antal komponenter
1
Komponenter
1 Paperback / softback
ISBN
9783540643418

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Adaptive Processing of Sequences and Data Structures (häftad)

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

av C Lee Giles, Marco Gori
Häftad Engelska, 1998-03-01
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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.
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C Lee Giles, Marco Gori

Innehållsförteckning

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.