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Maxent, Mathematics, and Information Theory
1996This is a mathematically oriented survey about the method of maximum entropy or minimum I-divergence, with a critical treatment of its various justifications and relation to Bayesian statistics. Information theoretic ideas are given substantial attention, including “information geometry”.
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NMEAS: Neuro-MaxEnt architecture search
International Journal of Machine Learning and Cybernetics, 2023Zhiyuan Zou +3 more
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Can habitat suitability estimated from MaxEnt predict colonizations and extinctions?
Diversity and Distributions, 2021Simon Venne, David J Currie
exaly
Fundamentals of MaxEnt in data analysis
1991Abstract The maximum entropy method (MaxEnt) demonstrably produces good reconstructions of images and spectra from blurred or otherwise imperfect data. However, these reconstructions have traditionally been single selections, lacking any estimates of their accuracy.
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On Parameter Estimation and Quantified Maxent
1991We give a Bayesian comparison between parameter estimation and free-form reconstruction by quantified MaxEnt. The evidence favours the latter prior for the example analysed, and we suggest that this may hold more generally.
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