Spiking Neuron Models Reading Club

Spiking Neuron Models Reading Club

Introduction: Spiking Neuron Models

00.Spiking Neuron Models Reading Club

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Summary: Introduction to reading club of spiking neuron models, schedule, and notice
Pages: 31

31 31. Plasticity and Coding

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References: - Spiking Neuron Models, Chapter 12
Summary: How is plasticity related to neuronal coding
Pages: 31

30 30. Learning Equations

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References: - Spiking Neuron Models, Chapter 11
Summary: Unsupervised learning
Pages: 31

29 29. Hebbian Learning

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References: - Spiking Neuron Models, Chapter 10
Summary: Simplest learning rule, aka, correlation based learning
Pages: 31

28 28. Oscillations in Reverberating Loops

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References: - Spiking Neuron Models, Section 8.3
Summary: Oscillations in reverberating loops can be simplified and researched.
Pages: 31

27 27. Synchronized Oscillations and Locking

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References: - Spiking Neuron Models, Section 8.2
Summary: Locking
Pages: 31

25 25. The Significance of Single Spike

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References: - Spiking Neuron Models, Section 7.4
Summary: Single spike can have dramatic consequences on population activity.
Pages: 31

24 24. From individual neurons to collective bursting

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References: - Two dimensional neuron models; Integrate and Fire Models Part 1; - Comparison Between Neuron Models; Homogeneous Network - Asynchronous Firing
Summary: Predicting collective dynamics from individual neuron properties.
Pages: 31

23 23.Linearized Population Equation and Transients

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References: - Spiking Neuron Models, Section 7.1, 7.2
Summary: The population equation is quite complicated to solve, hence we linearize it and inspect the perturbation theory.
Pages: 31

22 22.interacting populations and continuum models

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References: - Spiking Neuron Models, Section 6.5
Summary: network of networks and continuum network
Pages: 31

21 21.Asynchronous Firing

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References: - Spiking Neuron Models, Section 6.4
Summary: Asynchronous firing of homogeneous network
Pages: 31

20 20.Basics of Renewal Theory

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Summary: from math to neuroscience
Pages: 31