Progress on Minimum Description Length Principle: From Basis to Advanced Topics
نویسندگان
چکیده
منابع مشابه
Minimum Description Length Principle
The minimum description length (MDL) principle states that one should prefer the model that yields the shortest description of the data when the complexity of the model itself is also accounted for. MDL provides a versatile approach to statistical modeling. It is applicable to model selection and regularization. Modern versions of MDL lead to robust methods that are well suited for choosing an ...
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Denoising has always been theoretically considered as removal of high frequency disturbances having Gaussian distribution. Here We relax this assumption and the method used here is completely different from traditional thresholding schemes. The data are converted to wavelet coefficients, a part of which represents the denoised signal and the remaining part the noise. The coefficients are distri...
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This tutorial provides an overview of and introduction to Rissanen’s Minimum Description Length (MDL) Principle. The first chapter provides a conceptual, entirely non-technical introduction to the subject. It serves as a basis for the technical introduction given in the second chapter, in which all the ideas of the first chapter are made mathematically precise. This tutorial will appear as the ...
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Ever since the discovery of a molecular clock, many methods have been developed to reconstruct the molecular evolutionary phylogenetic trees. In this paper, we deal with this problem from the viewpoint of an inductive inference and apply Rissanen’s minimum description length principle to extract the minimum complexsty phylogenetic tree. OUT method describes the complexity of molecular phylogene...
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The generators and the unique closed pattern of an equivalence class of itemsets share a common set of transactions. The generators are the minimal ones among the equivalent itemsets, while the closed pattern is the maximum one. As a generator is usually smaller than the closed pattern in cardinality, by the Minimum Description Length Principle, the generator is preferable to the closed pattern...
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ژورنال
عنوان ژورنال: IEICE ESS Fundamentals Review
سال: 2017
ISSN: 1882-0875
DOI: 10.1587/essfr.10.3_186