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States of statistical equilibrium are introduced as those macrostates that maximize entropy subject to the relevant information codified into constraints.
The next step is to maximize entropy given by Eq. (1), subject to Eqs. (2) and (3).
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The key to this framework, which Venkatasubramanian calls "statistical teleodynamics," is the insight that maximizing fairness means maximizing entropy, making it possible to determine the fairest possible level of pay inequality.
We rewrite the original variational problem as a saddle point problem and discretize it using basis functions which form the Pareto optimum between competing objectives of maximizing entropy and minimizing the total width of the approximation scheme.
The Lagrange multipliers are estimated by maximizing entropy or minimizing the corresponding objective function which is the dual problem of maximizing entropy.
The maximum entropy principle states that an efficient estimate is the one that maximizes entropy (uncertainty) subject to our knowledge about the observation vectors.
Similarly, the current study uses multiple decision trees as well, but instead of the additive assumption, it is proposed to train the smoothest distribution by maximizing entropy measure.
Among the iterative reconstruction algorithms for tomography, the multiplicative algebraic reconstruction technique (MART) has two advantages that make it stand out from other algorithms: it confines the image (and therefore the projection data) to the convex hull of the patient, and it maximizes entropy.
Kurtosis would be higher than either, but this is the distribution that maximizes information (entropy) for a given variance – so it would be interesting to see how it does.
We mention here that we used, instead of the basic Kohonen SOM [42], a variant called conscience learning[49], which encourages all SOM neurons to win with equal frequency through a biasing 'conscience' and thereby maximizes information theoretical entropy of the mapping.
(Maximum entropy principle) Path configuration is determined to maximize the entropy of the paths.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com