Adaptive processing of sequences and data structures : [second] International Summer School on Neural Networks E.R. Caianiello Vietri sul Mare, Salerno, Italy September 6 13, 1997 : tutorial lectures

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...

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書誌詳細
団体著者: International summer school on neural networks "E.R. Caianiello" :Vietri sul Mare
その他の著者: Giles, C. Lee, 19..- (出版デイレクター), Gori, Marco, informaticien (出版デイレクター)
フォーマット: Livre numérique
言語:Anglais
出版事項: Berlin [etc.] : Springer [20..].
Cham : Springer Nature
シリーズ:Lecture notes in computer science. Lecture notes in artificial intelligence 1387
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注記: Archives Springer e-books (Licence nationale)
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Edition sous un autre format:• Adaptive processing of sequences and data structures, International Summer School on Neural Networks "E.R. Caianiello", Vietri sul Mare, Salerno, Italy, Sept. 6-13, 1997, Tutorial Lectures, C. Lee Giles, Marco Gori (eds.), 1998, New York, Springer, 1 vol. (XIV-438 p.), Lecture notes in computer science, 3-540-64341-9
• Adaptive Processing of Sequences and Data Structures, Texte imprimé, 9783662181683
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505 0 |a 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. 
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520 |a 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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650 |a Réseaux neuronaux (informatique) 
650 |a Parallélisme (informatique) 
650 |a Structures de données (informatique) 
650 |a Microprocesseurs 
650 |a Actes de congrès 
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