مدرس: پویا پاکاریان (دانشگاه کارنگی ملون)

شهریور تا آبان 1392

پژوهشکده علوم شناختی

شهریه 300 هزار تومان

اطلاعات بیشتر

 

سرفصل مطالب:

Part 1: Neural Modeling

 Why we need differential equations

A review of the methods of solving ordinary differential equations

 Some ODEs that govern the electrical activity of neurons’ membrane

Part 2: Signal Detection Theory

 Signal, noise, bias

 d-prime: noise-driven vs. stimulus-driven electrical activity in neurons

 ROC curve, with an example on the tonic vs. burst modes of neurons

Part 3: Information Theory

 Entropy in neural spike trains

 Joint entropy and Conditional entropy

Mutual information of neural spikes and external stimuli

Part 4: Regression Analysis

 Mathematical basis of linear regression

 Logistic regression in psychophysics

Harmonic regression and Fourier analysis of neural electrical oscillations

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