A nice review paper presenting introductory fundamental concepts of information theory, from engineering to neuroscience.

The paper was published as: McDonnell MD, Ikeda S and Manton JH, ”An introductory review of information theory in the context of computational neuroscience“, Biological Cybernetics 2011;105(1):55-70.

Also available in PDF format here.

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