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Information and Decision Theory Explain Neural Pulse Trains - Lecture

Offered By: Center for Language & Speech Processing(CLSP), JHU via YouTube

Tags

Information Theory Courses Neuroscience Courses Signal Processing Courses Decision Theory Courses

Course Description

Overview

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Explore information and decision theory principles applied to neural communication in this lecture by Cornell University's Toby Berger. Delve into a generalized Shannon-Blackwell billiard ball channel model to understand intercellular information transfer. Discover how the minimum number of ions needed for reliable detection relates to channel storage and prior ion concentration. Gain insights into why neural pulse trains exist in the peripheral nervous system and learn about their information-carrying properties. Examine the capacity of large-b Shannon-Blackwell channels and coding schemes for reliable information transmission. Follow along as Berger connects theoretical concepts to experimental findings in neuroscience, offering a mathematical framework for understanding neural communication mechanisms.

Syllabus

Intro
Irwin and Joan Jacobs
Interorganism vs intraorganism
Characterization of the problem
The channel
Intra organism communication
What about DNA
Billiardball Channel
billiard ball channel
answer
expected increase
Schmidt et al
Information carried by a Neural Pulse Train
Capacity of a Neural Pulse Train
Direct Theorem
BB Tunnel Model
Measurements
Ionic composition of synapses


Taught by

Center for Language & Speech Processing(CLSP), JHU

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