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Criticality and Sampling in Neural Networks

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Release : 2021
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Kind : eBook
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Book Synopsis Criticality and Sampling in Neural Networks by : Joao Pinheiro Neto

Download or read book Criticality and Sampling in Neural Networks written by Joao Pinheiro Neto. This book was released on 2021. Available in PDF, EPUB and Kindle. Book excerpt: The brain is made of billions of functional units that interact and give raise to its collective properties. The criticality hypothesis states that many these properties emerge due to brain dynamics operating at the critical point of a phase transition. In models, the critical point maximizes potentially useful properties such as sensitivity, temporal integration, and correlation length. The hypothesis remains controversial, however, in part due to sampling effects: only a small fraction of the neurons in the brain can be recorded, leading to bias in the observed collective properties. In t...

Criticality in neural network behavior and its implications for computational processing in healthy and perturbed conditions

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Release : 2023-02-03
Genre : Science
Kind : eBook
Book Rating : 247/5 ( reviews)

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Book Synopsis Criticality in neural network behavior and its implications for computational processing in healthy and perturbed conditions by : Axel Sandvig

Download or read book Criticality in neural network behavior and its implications for computational processing in healthy and perturbed conditions written by Axel Sandvig. This book was released on 2023-02-03. Available in PDF, EPUB and Kindle. Book excerpt:

Criticality as a signature of healthy neural systems: multi-scale experimental and computational studies

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Release : 2015-05-08
Genre : Nervous system
Kind : eBook
Book Rating : 031/5 ( reviews)

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Book Synopsis Criticality as a signature of healthy neural systems: multi-scale experimental and computational studies by : Paolo Massobrio

Download or read book Criticality as a signature of healthy neural systems: multi-scale experimental and computational studies written by Paolo Massobrio. This book was released on 2015-05-08. Available in PDF, EPUB and Kindle. Book excerpt: Since 2003, when spontaneous activity in cortical slices was first found to follow scale-free statistical distributions in size and duration, increasing experimental evidences and theoretical models have been reported in the literature supporting the emergence of evidence of scale invariance in the cortex. Although strongly debated, such results refer to many different in vitro and in vivo preparations (awake monkeys, anesthetized rats and cats, in vitro slices and dissociated cultures), suggesting that power law distributions and scale free correlations are a very general and robust feature of cortical activity that has been conserved across species as specific substrate for information storage, transmission and processing. Equally important is that the features reminiscent of scale invariance and criticality are observed at scale spanning from the level of interacting arrays of neurons all the way up to correlations across the entire brain. Thus, if we accept that the brain operates near a critical point, little is known about the causes and/or consequences of a loss of criticality and its relation with brain diseases (e.g. epilepsy). The study of how pathogenetical mechanisms are related to the critical/non-critical behavior of neuronal networks would likely provide new insights into the cellular and synaptic determinants of the emergence of critical-like dynamics and structures in neural systems. At the same time, the relation between the impaired behavior and the disruption of criticality would help clarify its role in normal brain function. The main objective of this Research Topic is to investigate the emergence/disruption of the emergent critical-like states in healthy/impaired neural systems.

Essays on neural network sampling methods and instrumental variables

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Release : 2006
Genre :
Kind : eBook
Book Rating : 262/5 ( reviews)

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Book Synopsis Essays on neural network sampling methods and instrumental variables by : Lennart Hoogerheide

Download or read book Essays on neural network sampling methods and instrumental variables written by Lennart Hoogerheide. This book was released on 2006. Available in PDF, EPUB and Kindle. Book excerpt:

The Principles of Deep Learning Theory

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Release : 2022-05-26
Genre : Computers
Kind : eBook
Book Rating : 333/5 ( reviews)

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Book Synopsis The Principles of Deep Learning Theory by : Daniel A. Roberts

Download or read book The Principles of Deep Learning Theory written by Daniel A. Roberts. This book was released on 2022-05-26. Available in PDF, EPUB and Kindle. Book excerpt: This volume develops an effective theory approach to understanding deep neural networks of practical relevance.

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