Shannon 100

Collection Shannon 100

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Date(s) 04/05/2024
00:00:00 / 00:00:00
11 15

The dual geometry of Shannon information and its applications

By Frank Nielsen

In information geometry, the negative Shannon entropy, called the Shannon information, is a strictly convex and differentiable function that induces a dually flat manifold structure equipped with the Kullback- Leibler divergence. In this talk, I review the concept of dual geometries, introduce the dual space of spheres, and describe the role of divergences in information theory, statistics, pattern recognition and machine learning.

Information about the video

  • Date of publication 07/11/2016
  • Institution IHP
  • Format MP4

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