Improvements of Jensen's inequality and its converse for strongly convex functions with applications to strongly f-divergences

被引:2
作者
Bradanovic, Slavica Ivelic [1 ]
机构
[1] Univ Split, Fac Civil Engn Architecture & Geodesy, Matice Hrvatske 15, Split 21000, Croatia
关键词
Jensen's inequality; Jessen's inequality; Strongly convex functions; Csiszar f-divergence; Kullback-Leibler divergence; Strongly f-divergences;
D O I
10.1016/j.jmaa.2023.127866
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, using the class of strongly convex functions, which is subclass of convex functions with stronger versions of analogous properties, we get improvements of Jessen's and Jensen's inequalities, their converses as well as related Jensen-type interpolating inequalities which present a starting point in many significant results in recent investigations. Obtained improvements we apply to so called strongly f -divergences, a concept of f-divergences for strongly convex functions. As outcome we derive stronger estimates for some well known divergences as the Kullback-Leibler divergence, x2-divergence, Hellinger divergence, Bhattacharya distance and Jeffreys distance.(c) 2023 Elsevier Inc. All rights reserved.
引用
收藏
页数:16
相关论文
共 32 条
  • [21] Lugosi G., 2022, Proc. Mach. Learn. Res., V178, P1
  • [22] Strongly Convex Divergences
    Melbourne, James
    [J]. ENTROPY, 2020, 22 (11) : 1 - 20
  • [23] Remarks on strongly convex functions
    Merentes, Nelson
    Nikodem, Kazimierz
    [J]. AEQUATIONES MATHEMATICAE, 2010, 80 (1-2) : 193 - 199
  • [24] Mitrinovie DS., 1993, Classical and new inequalities in analysis
  • [25] On the Jensen Functional and Strong Convexity
    Mitroi-Symeonidis, Flavia-Corina
    Minculete, Nicusor
    [J]. BULLETIN OF THE MALAYSIAN MATHEMATICAL SCIENCES SOCIETY, 2018, 41 (01) : 311 - 319
  • [26] Nikodem K, 2014, SPRINGER OPTIM APPL, V95, P365, DOI 10.1007/978-1-4939-1246-9_16
  • [27] Pecarie J., 1992, Convex Functions, Partial Orderings and Statistical Applications
  • [28] POLYAK BT, 1966, DOKL AKAD NAUK SSSR+, V166, P287
  • [29] Polyanskiy Y., 2022, Information Theory: From Coding to Learning
  • [30] Roberts A. W., 1973, PURE APPL MATH, V57