کارگاه آموزشی محاسبات نورونی
مدرس: پویا پاکاریان (دانشگاه کارنگی ملون)
شهریور تا آبان 1392
پژوهشکده علوم شناختی
شهریه 300 هزار تومان
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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