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Principle of maximum entropy
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===Probability density estimation === One of the main applications of the maximum entropy principle is in discrete and continuous [[density estimation]].<ref name="BK08">{{cite journal |last1=Botev |first1=Z. I. | last2=Kroese | first2=D. P. |year=2008 |title=Non-asymptotic Bandwidth Selection for Density Estimation of Discrete Data |journal=Methodology and Computing in Applied Probability |volume=10 |issue=3 |pages=435 |doi=10.1007/s11009-007-9057-z |s2cid=122047337 }}</ref><ref name="BK11">{{cite journal |last1=Botev |first1=Z. I. | last2=Kroese | first2=D. P. |year=2011 |title=The Generalized Cross Entropy Method, with Applications to Probability Density Estimation |journal=Methodology and Computing in Applied Probability |volume=13 |issue=1 |pages=1–27 |doi=10.1007/s11009-009-9133-7 |s2cid=18155189 |url=http://espace.library.uq.edu.au/view/UQ:200564/UQ200564_preprint.pdf }}</ref> Similar to [[support vector machine]] estimators, the maximum entropy principle may require the solution to a [[quadratic programming]] problem, and thus provide a sparse mixture model as the optimal density estimator. One important advantage of the method is its ability to incorporate prior information in the density estimation.<ref>{{cite book |last1=Kesavan|first1=H. K. | last2=Kapur | first2=J. N. |year=1990 |contribution=Maximum Entropy and Minimum Cross-Entropy Principles |title=Maximum Entropy and Bayesian Methods |url=https://archive.org/details/maximumentropyba00jayn_552|url-access=limited| editor-last= Fougère | editor-first= P. F. |pages=[https://archive.org/details/maximumentropyba00jayn_552/page/n418 419]–432 |doi=10.1007/978-94-009-0683-9_29 |isbn=978-94-010-6792-8 }}</ref>
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