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Fractional cumulative residual entropy

机译:分数累积残差熵

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摘要

Recently, cumulative residual entropy was proposed as an alternative measure of information to Shannon entropy. In this work, we generate the cumulative residual entropy (CRE) to the case of fractional order, named fractional CRE. Some properties of the new quantity are presented. The connections of fractional CRE to the CRE and classic differential entropy are studied. Besides, we show that the proposed information measure can be estimated by the empirical fractional CRE of sample data. A central limit theorem for the empirical fractional CRE for random samples from the exponential distribution is derived. Its property of stability is also discussed. Finally, simulations on logistic map and application in financial data are given to support the validity of fractional CRE. (C) 2019 Elsevier B.V. All rights reserved.
机译:最近,提出了累积残差熵作为信息替代香农熵的一种方法。在这项工作中,我们针对分数阶的情况生成累积残差熵(CRE),称为分数CRE。介绍了新数量的一些属性。研究了分数CRE与CRE的联系以及经典微分熵。此外,我们表明,可以通过样本数据的经验分数CRE来估计所提出的信息度量。从指数分布中得出随机样本的经验分数CRE的中心极限定理。还讨论了其稳定性。最后,给出了逻辑映射的仿真及其在财务数据中的应用,以支持分数CRE的有效性。 (C)2019 Elsevier B.V.保留所有权利。

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