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Linear programming is the study of optimizing a linear function over a set of linear inequalities. The Simplex Method, Ellipsoid Method and Interior Point Method are popular algorithms to solve linear programs.
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Multiplicative gradient descent?
You may also be interested in knowing about Exponentiated Gradient +/- (EG+/-), described by Warmuth and Kivinen on page 15 here (https://users.soe.ucsc.edu/~manfred/pubs/J36.pdf).
In EG+/- you main …