Models of Neural Networks : Temporal Aspects of Coding and Information Processing in Biological Systems

- Softcover Repri

indgår i serie Physics of Neural Networks


Models of Neural Networks : Temporal Aspects of Coding and Information Processing in Biological Systems
Format:
Bog, hæftet
Udgivelsesdato:
01-09-2011
Sprog:
Engelsk
  • Beskrivelse
  • Yderligere info
  • Anmeldelser

Since the appearance of Vol. 1 of Models of Neural Networks in 1991, the theory of neural nets has focused on two paradigms: information coding through coherent firing of the neurons and functional feedback. Information coding through coherent neuronal firing exploits time as a cardinal degree of freedom. This capacity of a neural network rests on the fact that the neuronal action potential is a short, say 1 ms, spike, localized in space and time. Spatial as well as temporal correlations of activity may represent different states of a network. In particular, temporal correlations of activity may express that neurons process the same "object" of, for example, a visual scene by spiking at the very same time. The traditional description of a neural network through a firing rate, the famous S-shaped curve, presupposes a wide time window of, say, at least 100 ms. It thus fails to exploit the capacity to "bind" sets of coherently firing neurons for the purpose of both scene segmentation and figure-ground segregation. Feedback is a dominant feature of the structural organization of the brain. Recurrent neural networks have been studied extensively in the physical literature, starting with the ground breaking work of John Hop­ field (1982).

Vis mereVis mindre

ISBN13:
9781461287360
Vægt:
513 g
Dybde:
19 mm
Bredde:
156 mm
Højde:
234 mm
Forlag:
Springer
Format:
Hæftet
  • Forfattere

    Vis mereVis mindre

    Vis mereVis mindre

    Models of Neural Networks : Temporal Aspects of Coding and Information Processing in Biological Systems

    - Softcover Repri

    indgår i serie Physics of Neural Networks

    • Leveringstid 4-6 hverdage
    • Forventet levering 24-07-2019

    på lager

    Fandt du ikke hvad du søgte?

    Hvis denne bog ikke er noget for dig, kan du benytte kategorierne nedenfor til at finde andre titler. Klik på en kategori for at se lignende bøger.

    Velkommen til Saxo

    Du har nu adgang til din konto hos Saxo, og kan se alle oplysninger om dit medlemskab, dine
    ordrer og din digitale boghylde under "Mit Saxo".

    Som tak for, at du har aktiveret dit medlemskab, har vi valgt at give dig fri læsning hele
    sommeren. Dvs. at du frit kan tilgå de mere en 50.000 bøger i Saxos app, samt købe bøger til
    vores altid lave medlemspris og fri fragt her på Saxo.com hele juli. Din næste medlemsbetaling
    vil først falde i august.

    Vi glæder os meget til at byde dig velkommen i vores univers, og håber at du kommer godt i
    gang med Saxo Premium.

    God sommer og god læselyst!

    Med venlig hilsen Saxo

    Kom i gang nu!