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Zipf–Mandelbrot law f-divergences and the Jensen-type interpolating inequalities

机译:Zipf–Mandelbrot定律f散度和Jensen型插值不等式

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摘要

Motivated by the method of interpolating inequalities that makes use of the improved Jensen-type inequalities, in this paper we integrate this approach with the well known Zipf–Mandelbrot law applied to various types of f-divergences and distances, such are Kullback–Leibler divergence, Hellinger distance, Bhattacharyya distance (via coefficient), χ2-divergence, total variation distance and triangular discrimination. Addressing these applications, we firstly deduce general results of the type for the Csiszár divergence functional from which the listed divergences originate. When presenting the analyzed inequalities for the Zipf–Mandelbrot law, we accentuate its special form, the Zipf law with its specific role in linguistics. We introduce this aspect through the Zipfian word distribution associated to the English and Russian languages, using the obtained bounds for the Kullback–Leibler divergence.
机译:受采用改进的Jensen型不等式的不等式插值方法的启发,本文将这种方法与适用于各种类型的f散度和距离的著名的Zipf-Mandelbrot定律相结合,例如Kullback-Leibler散度,Hellinger距离,Bhattacharyya距离(通过系数),χ 2 -散度,总变化距离和三角判别。针对这些应用,我们首先推断出列出的分歧所源自的Csiszár分歧函数类型的一般结果。当介绍分析的Zipf–Mandelbrot定律的不等式时,我们着重强调其特殊形式Zipf定律及其在语言学中的特殊作用。我们使用获得的Kullback-Leibler散度边界,通过与英语和俄语相关的Zipfian词分布来介绍这一方面。

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