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Cover: 9781402076947 | Convergence Analysis of Recurrent Neural Networks | Zhang Yi | Buch
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Convergence Analysis of Recurrent Neural Networks
Buch von Zhang Yi
Sprache: Englisch

91,40 €*

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Lieferzeit 1-2 Wochen

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Beschreibung
Since the outstanding and pioneering research work of Hopfield on recurrent neural networks (RNNs) in the early 80s of the last century, neural networks have rekindled strong interests in scientists and researchers. Recent years have recorded a remarkable advance in research and development work on RNNs, both in theoretical research as weIl as actual applications. The field of RNNs is now transforming into a complete and independent subject. From theory to application, from software to hardware, new and exciting results are emerging day after day, reflecting the keen interest RNNs have instilled in everyone, from researchers to practitioners. RNNs contain feedback connections among the neurons, a phenomenon which has led rather naturally to RNNs being regarded as dynamical systems. RNNs can be described by continuous time differential systems, discrete time systems, or functional differential systems, and more generally, in terms of non­ linear systems. Thus, RNNs have to their disposal, a huge set of mathematical tools relating to dynamical system theory which has tumed out to be very useful in enabling a rigorous analysis of RNNs.
Since the outstanding and pioneering research work of Hopfield on recurrent neural networks (RNNs) in the early 80s of the last century, neural networks have rekindled strong interests in scientists and researchers. Recent years have recorded a remarkable advance in research and development work on RNNs, both in theoretical research as weIl as actual applications. The field of RNNs is now transforming into a complete and independent subject. From theory to application, from software to hardware, new and exciting results are emerging day after day, reflecting the keen interest RNNs have instilled in everyone, from researchers to practitioners. RNNs contain feedback connections among the neurons, a phenomenon which has led rather naturally to RNNs being regarded as dynamical systems. RNNs can be described by continuous time differential systems, discrete time systems, or functional differential systems, and more generally, in terms of non­ linear systems. Thus, RNNs have to their disposal, a huge set of mathematical tools relating to dynamical system theory which has tumed out to be very useful in enabling a rigorous analysis of RNNs.
Details
Erscheinungsjahr: 2003
Genre: Importe, Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: Network Theory and Applications
ISBN-13: 9781402076947
ISBN-10: 1402076940
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Zhang Yi
Hersteller: Springer US
Springer US, New York, N.Y.
Network Theory and Applications
Verantwortliche Person für die EU: Springer Netherlands, Haberstr. 7, D-69126 Heidelberg, buchhandel-buch@springer.com
Maße: 241 x 160 x 19 mm
Von/Mit: Zhang Yi
Erscheinungsdatum: 30.11.2003
Gewicht: 0,553 kg
Artikel-ID: 102367525
Details
Erscheinungsjahr: 2003
Genre: Importe, Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: Network Theory and Applications
ISBN-13: 9781402076947
ISBN-10: 1402076940
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Zhang Yi
Hersteller: Springer US
Springer US, New York, N.Y.
Network Theory and Applications
Verantwortliche Person für die EU: Springer Netherlands, Haberstr. 7, D-69126 Heidelberg, buchhandel-buch@springer.com
Maße: 241 x 160 x 19 mm
Von/Mit: Zhang Yi
Erscheinungsdatum: 30.11.2003
Gewicht: 0,553 kg
Artikel-ID: 102367525
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