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A primer on information theory, with applications to neuroscience

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Author: Felix Effenberger
Url: http://arxiv.org/abs/1304.2333
Format: Ps, Pdf
Year: 2013
Category: Information Theory
Pages: 58
Clicks: 892

Description
Given the constant rise in quantity and quality of data obtained from neural systems on all scales, information-theoretic analyses became more and more popular over the last decades in the neurosciences. Such analyses can provide deep insights into the functioning of such systems and also be of help in the characterization and analysis of neural dysfunction, a topic that has come into the focus of research in the computational neurosciences recently. This chapter is supposed to give a short introduction to the fundamentals of information theory; not only, but especially suited for people having a less firm background in mathematics and probability theory. Regarding applications, the focus will be on neuroscientific topics. We start by reviewing fundamentals of probability theory such as the notion of probability, probability distributions and random variables. We will then discuss the concepts of information and entropy (in the sense of Shannon), mutual information and transfer entropy (sometimes also referred to as conditional mutual information). As these quantities cannot be computed for measured data in practice, we discuss estimation-techniques for information-theoretic quantities. We conclude with a discussion of applications of information theory in the field of neuroscience, including questions of possible medical applications and a short review of software packages that can be used for information-theoretic analyses of neural data.

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