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Mirror Descent and Exponentiated Gradient Algorithms Using Trace-Form Entropies

open access: yesEntropy
This paper introduces a broad class of Mirror Descent (MD) and Generalized Exponentiated Gradient (GEG) algorithms derived from trace-form entropies defined via deformed logarithms. Leveraging these generalized entropies yields MD and GEG algorithms with
Andrzej Cichocki   +3 more
doaj   +1 more source

Extension of information geometry for modelling non-statistical systems

open access: yes, 2014
In this dissertation, an abstract formalism extending information geometry is introduced. This framework encompasses a broad range of modelling problems, including possible applications in machine learning and in the information theoretical foundations ...
Anthonis, Ben
core  

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