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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 / [electronic resource] : edited by C. Lee Giles, Marco Gori. - XIV, 438 p. online resource. - Lecture Notes in Computer Science, 1387 0302-9743 ; . - Lecture Notes in Computer Science, 1387 .

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.

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.


10.1007/BFb0053992 doi

Computer science.
Architecture, Computer.
Computer programming.
Data structures (Computer science).
Artificial intelligence.
Computer Science.
Computer System Implementation.
Programming Techniques.
Artificial Intelligence (incl. Robotics).
Computation by Abstract Devices.
Processor Architectures.
Data Structures.

QA76.9.A73 QA76.9.S88


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