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Joules for Bits: Energy-Information Trade-Off in Active Sensing Behaviors

Description:

Movement and sensing fundamentally works in a synergistic manner. Animal's sensory organs --- be they independently movable like eyes or requiring whole body movement as in the case of electroreceptors --- are actively manipulated throughout stimulus-driven active sensing behaviors. Though these sensing-related motions have been individually reported and analyzed across...

Keyword:

behavior, uncertainty, Shannon-Weaver entropy, exploration-exploitation tradeoff, active sensing, and information theory

Subject:

Artificial intelligence, Neurosciences, and Engineering

Creator:

Chen, Chen

Owner:

Scholarly Digital Publishing

Language:

en

Date Uploaded:

04/15/2021

Date Created:

2019-01-01

Resource Type:

Dissertation

Alternate Identifier:

etdadmin_upload_675222 and http://dissertations.umi.com/northwestern:14742
Design and Analysis of Neural Networks Using Information

Description:

We present two ways in which measures of information can be used for the design and analysis of neural networks in both the brain and the computer. In the brain, stimulus is often represented as a distributed pattern of activity in a network of neurons. The quality of such population...

Keyword:

Neural Coding, Fisher Information, Memory, Neural Networks, Population Coding, and Information Theory

Subject:

Artificial intelligence, Neurosciences, and Biophysics

Creator:

Kim, Hyun Jin

Owner:

Scholarly Digital Publishing

Language:

en

Date Uploaded:

02/01/2021

Date Created:

2020-01-01

Resource Type:

Dissertation

Alternate Identifier:

etdadmin_upload_764291 and http://dissertations.umi.com/northwestern:15264

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Joules for Bits: Energy-Information Trade-Off in Active Sensing Behaviors

Design and Analysis of Neural Networks Using Information

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