Entropy-Minimization Algorithm: Difference between revisions

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An [[Entropy-Minimization Algorithm]] is an [[optimization algorithm]] that minimizes an [[entropy function]].
An [[Entropy-Minimization Algorithm]] is an [[optimization algorithm]] that minimizes an [[entropy function]].
* <B>See:</B> [[EM Algorithm]].
* <B>Context:</B>
** It can be applied by an [[Entropy-Minimization System]] (that solves an [[entropy-minimization task]]).
* <B>See:</B> [[Maximum Entropy Algorithm]], [[Shannon Entropy]], [[EM Algorithm]].
 
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==References ==
 
== References ==


=== 2005 ===
=== 2005 ===
* ([[Grandvalet & Bengio, 2004]]) ⇒ [[Yves Grandvalet]], and [[Yoshua Bengio]]. ([[2004]]). "Semi-supervised Learning by Entropy Minimization." In: Advances in neural information processing systems, pp. 529-536. </s>
* ([[Grandvalet & Bengio, 2004]]) ⇒ [[Yves Grandvalet]], and [[Yoshua Bengio]]. ([[2004]]). “Semi-supervised Learning by Entropy Minimization.In: Advances in Neural Information Processing Systems, pp. 529-536. </s>
 
=== 2003 ===
* ([[Zhu, Ghahramani & Lafferty, 2003]]) ⇒ Xiaojin Zhu, [[Zoubin Ghahramani]], and [[John D. Lafferty]]. ([[2003]]). “[http://pages.cs.wisc.edu/~jerryzhu/pub/zgl.pdf Semi-supervised learning using Gaussian fields and harmonic functions].” In: Proceedings of the 20th International Conference on Machine Learning ([[ICML 2003]]).
** QUOTE: [[We]] also propose a method of [[parameter learning by entropy minimization]], and show the algorithm’s ability to perform [[feature selection]].


=== 2002 ===
=== 2002 ===
* ([[Erdogmus & Principe, 2002]]) ⇒ [[Deniz Erdogmus]], and [[Jose C. Principe]]. ([[2002]]). "An Error-entropy Minimization Algorithm for Supervised Training of Nonlinear Adaptive Systems." Signal Processing, IEEE Transactions on 50, no. 7 </s>
* ([[Erdogmus & Principe, 2002]]) ⇒ [[Deniz Erdogmus]], and [[Jose C. Principe]]. ([[2002]]). “An Error-entropy Minimization Algorithm for Supervised Training of Nonlinear Adaptive Systems." Signal Processing, IEEE Transactions on 50, no. 7 </s>


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[[Category:Concept]]

Latest revision as of 03:21, 17 June 2021

An Entropy-Minimization Algorithm is an optimization algorithm that minimizes an entropy function.



References

2005

2003

2002