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Cybernetics 2.0 A General Theory of Adaptivity and Homeostasis in the Brain and in the Body /

This book takes the notions of adaptivity and learning from the realm of engineering into the realm of biology and natural processes. It introduces a Hebbian-LMS algorithm, an integration of unsupervised Hebbian learning and supervised LMS learning in neural networks, as a mathematical representatio...

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Sonraí bibleagrafaíochta
Príomhchruthaitheoir: Widrow, Bernard (Údar)
Údar corparáideach: SpringerLink (Online service)
Formáid: Leictreonach Ríomhleabhar
Teanga:Béarla
Foilsithe / Cruthaithe: Cham : Springer International Publishing : Imprint: Springer, 2023.
Eagrán:1st ed. 2023.
Sraith:Springer Series on Bio- and Neurosystems, 14
Ábhair:
Bionics.
System theory.
Machine learning.
Bioinspired Technologies.
Complex Systems.
Machine Learning.
Rochtain ar líne:https://doi.org/10.1007/978-3-030-98140-2
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Clár na nÁbhar:
  • Introduction
  • Hebbian Learning
  • The LMS Algorithm
  • The Hebbian-LMS Algorithm
  • Inside the membrane; The percent Hebbian-LMS algorithm
  • Synaptic scaling and homeostasis
  • Synaptic plasticity
  • Addiction.

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