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16.04 21:30 - Невродинамика Вулфрам Герстнер
Автор: panazea Категория: Видео   
Прочетен: 833 Коментари: 0 Гласове:
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Невродинамика

Човешкият мозък е съвършена самонастройваща се система ,

Която се самообучава , за да преведе индивида през всички препятствия

И да го съхрани . Създадените модели на поведение показват при какви дразнения , как реагира нашият организъм.

Невроните с невронните връзки приличат на интернет.

 

Лекции на Вулфрам Герстнер

https://neuronaldynamics.epfl.ch/

From single neurons to networks and models of cognition

Wulfram Gerstner, Werner M. Kistler, Richard Naud and Liam Paninski

What happens in our brain when we make a decision? What triggers a neuron to send out a signal? What is the neural code? This textbook for advanced undergraduate and beginning graduate students provides a thorough and up-to-date introduction to the fields of computational and theoretical neuroscience.

CNS1.1 - Neurons and synapses: Overview

https://www.youtube.com/watch?v=f_9UE5P3KCo
 

  • Lecture 1. A first simple neuron model (83 min)
    Part 1 -
    Neurons and Synapses : Overview (10 min)
    Part 2 -
    The Passive Membrane (21 min)
    Math detour -
    Linear differential equation (22 min)
    Part 3 -
    Leaky Integrate-and-Fire Model (8 min)
    Part 4 -
    Generalized Integrate and Fire Models (17 min)
    Part 5 -
    Quality of Integrate-and-Fire Models (5 min)
  • Lecture 2. The Hodgkin-Huxley model and detailed ion-current based neuron models (77 min)
    Part 1 -
    Biophysics of neurons (5 min)
    Part 2 -
    Reversal potential and Nernst equation (11 min)
    Part 3 -
    Hodgkin-Huxley Model (23 min)
    Part 4 -
    Threshold in the Hodgkin Huxley Model (26 min)
    Part 5 -
    Detailed Biophysical Models (12 min)
  • Lecture 3. Synapses, dendrites and the cable equation (69 min)
    Part 1 -
    Synapses (15 min)
    Part 2 -
    Synaptic short term plasticity (9 min)
    Part 3a -
    Dendrite as a Cable (11 min)
    Part 3b -
    Derivation of the Cable Equation (10 min)
    Part 4 -
    Cable equation (10 min)
    Part 5 -
    Compartmental Models (14 min)
  • Lecture 4: Two-dimensional models and phase plane analysis (165 min)
    Part 1 -
    From Hodgkin Huxley to 2D (18 min)
    Math detour 1 -
    Separation of time scales (11 min)
    Math detour 2 -
    Exploiting similarities (16 min)
    Part 2 -
    Phase Plane Analysis (17 min)
    Part 3a -
    Analysis of a 2D neuron model - pulse input (12 min)
    Part 3b -
    Analysis of a 2D neuron model - constant input (9 min)
    Math detour 3 -
    Stability of fixed points (19 min)
    Part 4a -
    Type I and Type II Neuron Models (16 min)
    Part 4b -
    Firing threshold in 2D models (21 min)
    Part 5 -
    Nonlinear Integrate-and-Fire Model (16 min)

II. Generalized Integrate-and-Fire Neurons

  • Lecture 5. Variability of spike trains (96 min)
    Part 1 -
    Variability of spike trains (6 min)
    Part 2 - Sources of Variability? (10 min)
    Part 3a - Three definitions of rate code (12 min)
    Part 3b - Poisson Model, survivor function, and interval distribution (15 min)
    Math detour - Poisson Process - A modern approach (20 min)
    Part 4a - Stochastic spike arrival (15 min)
    Part 4b - Membrane potential fluctuations (13 min)
    Part 5 - Stochastic spike firing in integrate and fire models (5 min)
Lecture 6: Noise models (84 min)
Part 1 - Escape noise (15 min)
Part 2 - lnterspike intervals & renewal processes (29 min)
Part 3 - Likelihood of a spike train (18 min)
Part 4a - Comparison of noise models (19 min)
Part 4b - From diffuse noise to escape noise (7 min)
Part 5 - Rate Codes versus Temporal Codes (6 min)

 







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Автор: panazea
Категория: Технологии
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