Estimation of entropies on time scales by Lidstone's interpolation using Csiszár-type functional

The inequality containing Csiszár divergence on time scales is generalized for 2n2n-convex functions by using Lidstone interpolating polnomial. As an application, new entropic bounds on time scales are also computed. Several inequalities in quantum calculus and hh-discrete calculus are also established. The relationship between Shannon entropy, Kullback-Leibler divergence and Jeffreys distance with Zipf-Mandelbrot entropy are also established.

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  • [1] R.P. Agarwal and P.J.Y. Wong, Error Inequalities in Polynomial Interpolation and Their Applications, Kluwer Academic Publishers, 1983.
  • [2] R. Agarwal, M. Bohner and A. Peterson, Inequalities on time scales: A survey, Math. Inequal. Appl. 7, 535-557, 2001.
  • [3] G. Aras Gazić, V. Culjak, J. Pečarić and A. Vukelić, Generalization of Jensen’s inequality by Lidstone’s polynomial and related results, Math. Inequal. Appl. 164, 1243-1267, 2013.
  • [4] R. Agarwal, D. O’Regan, and S. Saker, Dynamic inequalities on time scales, Springer, London, 2014.
  • [5] M. Adil Khan, N. Latif and J. Pečarić, Generalization of majorization theorem via Abel-Gontscharoff polynomial, Rad Hrvat. Akad. Znan. Umjet. Mat. Znan. 19 (523), 91-116, 2015.
  • [6] R.P. Agarwal, S.I. Bradanovic and J., Pečarić, Generalizations of Sherman’s inequality by Lidstone’s interpolating polynomial, J. Inequal. Appl. 2016 (1), 1-18, 2016.
  • [7] M. Adil Khan, N. Latif and J. Pečarić, Generalizations of Majorization Inequality via Lidstone’s Polynomial and Their Applications, Commun. Math. Anal. 19 (2), 101-122, 2016.
  • [8] P. Agarwal, S.S. Dragomir, M. Jleli and B. Samet, Advances in Mathematical In- equalities and Applications, Springer Singapore, 2018.
  • [9] D. Andrica and T.M. Rassias, Differential and Integral Inequalities, Springer, 2019.
  • [10] M. Adeel, K.A. Khan, Ð. Pečarić and J. Pečarić, Generalization of the Levinson inequality with applications to information theory, J. Inequal. Appl. 2019, 230, 2019.
  • [11] M. Adeel, K.A. Khan, Ð. Pečarić and J. Pečarić, Estimation of f-divergence and Shannon entropy by Levinson type inequalities via new Green’s functions and Lidstone polynomial, Adv. Differ. Equ. 2020 (1), 1-15, 2020.
  • [12] M. Adeel, K.A. Khan, Ð. Pečarić and J. Pečarić, Estimation of f-divergence and Shannon entropy by Levinson type inequalities for higher order convex functions via Taylor polynomial, J. Math. Comput. Sci. 21 (4), 322-334, 2020.
  • [13] M.U. Awan, S. Talib, A. Kashuri, M.A. Noor and Y.M. Chu, Estimates of quantum bounds pertaining to new q-integral identity with applications, Adv. Differ. Equ. 2020 (1), 1-15, 2020.
  • [14] I. Ansari, K.A. Khan, A. Nosheen, Ð. Pečarić and J. Pečarić, Shannon type inequalities via time scales theory, Adv. Differ. Equ. 2020, 135, 2020.
  • [15] I. Ansari, K.A. Khan, A. Nosheen, Ð. Pečarić and J. Pečarić, Some inequalities for Csiszár divergence via theory of time scales, Adv. Differ. Equ. 2020, 698, 2020.
  • [16] I. Ansari, K.A. Khan, A. Nosheen, Ð. Pečarić and J. Pečarić, Estimation of divergence measures via weighted Jensen inequality on time scales, J. Inequal. Appl. 2021, 93, 2021.
  • [17] M.A. Ali, S.K. Ntouyas and J. Tariboon, Generalization of Quantum Ostrowski-Type Integral Inequalities, Mathematics. 9 (10), 11-55, 2021.
  • [18] D. Brigo and F. Mercurio, Discrete time vs continuous time stock-price dynamics and implications for option pricing Finance Stochast. 4, 147-159, 2000.
  • [19] M. Bohner and A. Peterson, Dynamic Equations on Time Scales, Birkh¨auser, Boston, 2001.
  • [20] M. Bohner, and A. Peterson, Advances in Dynamic Equations on Time Scales, Birkh¨auser, Boston, 2003.
  • [21] K. Brahim, N. Bettaibi and M. Sellemi, On some Feng Qi type q-integral inequalities, J. Inequal. Pure Appl. Math. 9 (2), 1-7, 2008.
  • [22] R. Bibi, M. Bohner, J. Pečarić and S. Varosanec, Minkowski and Beckenbach-Dresher inequalities and functionals on time scales, J. Math. Inequal. 7 (3), 299-312, 2013.
  • [23] S.I. Butt and J. Pečarić, Generalization of Popoviciu Type Inequalities Via Abel- Gontscharoff Interpolating Polynomial, Orissa Math. Soc. 34 (1), 63-83, 2015.
  • [24] S.I. Butt, K.A. Khan and J. Pečarić, Generalization of Popoviciu inequality for higher order convex function via Taylor’s polynomial, Acta Univ. Apulensis. 42, 181-200, 2015.
  • [25] R. Bibi, A. Nosheen and J. Pečarić, Generalization of Jensen-type linear functional on time scales via lidstone polynomial, Cogent. Math. 4 (1), 1330670, 2017.
  • [26] S.I. Butt, N. Mehmood and J. Pečarić, New generalizations of Popoviciu type inequalities via new green functions and Fink’s identity, Trans. A. Razmadze Math. Inst. 171 (3), 293-303, 2017.
  • [27] R. Bibi, A. Nosheen and J. Pečarić, Extended Jensen’s type inequalities for diamond integrals via Taylors formula, Turkish J. Inequal. 3 (1), 7-18, 2019.
  • [28] S.I. Butt, N. Mehmood, Ð. Pečarić and J. Pečarić, New bounds for Shannon, relative and Mandelbrot entropies via Abel-Gontscharoff interpolating polynomial, Math. Inequal. Appl, 22 (4), 1283-1301, 2019.
  • [29] A. Ben Makhlouf, M. Kharrat, M.A. Hammami and D. Baleanu, Henry-Gronwall type q-fractional integral inequalities, Math. Method. Appl. Sci. 44 (2), 3-9, 2021.
  • [30] F. Chen and W. Yang, Some new Chebyshev type quantum integral inequalities on finite intervals J. Comput. Anal. Appl. 21, 17-26, 2016.
  • [31] S.S. Dragomir, Other Inequalities for Csiszár Divergence and Applications, Preprint, RGMIA Res. Rep. Coll, 2000.
  • [32] L. Egghe and R. Rousseau, Introduction to Informetrics. Quantitative Methods in Library, Documentation and Information Science, Elsevier, New York, 1990.
  • [33] S. Erden, S. Iftikhar, M.R. Delavar, P. Kumam, P. Thounthong and W. Kumam, On generalizations of some inequalities for convex functions via quantum integrals, Rev. R. Acad. Cienc. Exactas Fis. Nat., Ser. A Mat. 114 (3), Article ID 110, 2020.
  • [34] A. Fahad, J. Pečarić and M.I. Qureshi, Generalized Steffensen’s inequality by Lidstone interpolation and Montogomery’s identity, J. Inequal. Appl. 2018 (1), 1-21, 2018.
  • [35] A. Fahad and J. Pečarić, Generalized Steffensen-type inequalities by Abel-Gontscharoff polynomial J. Math. Anal. 10 (4), 11-25, 2019.
  • [36] S. Furuichi and H.R. Moradi, Advances in Mathematical Inequalities, De Gruyter, 2020.
  • [37] H. Gauchman, Integral inequalities in q-calculus, Comput. Math. Appl. 47 (2-3), 281-300, 2004.
  • [38] H. Jackson, On q-definite integrals, Quart. J. Pure and Appl. Math. 41, 193-203, 1910.
  • [39] S. Kullback, Information theory and statistics, Peter Smith, Gloucester, MA, 1978.
  • [40] V. Kac and P. Cheung, Quantum Calculus, Springer, 2002.
  • [41] K.A. Khan, T. Niaz, Ð. Pečarić and J. Pečarić, Refinement of Jensen’s inequality and estimation of f-and Rényi divergence via Montgomery identity, J. Inequal. Appl. 2018 (1), 1-22, 2018.
  • [42] M.A. Khan, N. Mohammad, E.R. Nwaeze and Y.M. Chu, Quantum Hermite- Hadamard inequality by means of a Green function, Adv. Differ. Equ. 2020 (1), 1-20, 2020.
  • [43] M. Kunt, A., Kashuri, T. Du and A.W. Baidar, Quantum Montgomery identity and quantum estimates of Ostrowski type inequalities, AIMS Math. 5 (6), 39-57, 2020.
  • [44] Z. Liu and W. Yang, Some new Gr¨uss type quantum integral inequalities on finite intervals, J. Nonlin. Sci. Appl. 9, 62-75, 2016.
  • [45] N. Latif, N. Siddique and J. Pečarić, Generalization of majorization theorem-II. J. Math. Inequal. 12 (3), 731-752, 2018.
  • [46] Y.X. Li, M.A. Ali, H. Budak, M. Abbas and Y.M. Chu, A new generalization of some quantum integral inequalities for quantum differentiable convex functions, Adv. Differ. Equ. 2021 (1), 1-15, 2021.
  • [47] B. Manaris, D. Vaughan, C. S. Wagner, J. Romero, and R. B. Davis, Evolutionary music and the Zipf-Mandelbrot law: developing fitness functions for pleasant music. In: Proceedings of 1st European Workshop on Evolutionary Music and Art (Evo- MUSART2003), Essex. pp. 522-534, 2003.
  • [48] Y. Miao and F. Qi, Several q-integral inequalities, J. Math. Inequal. 3 (1), 115-121, 2009.
  • [49] D. Mouillot and A. Lepretre, Introduction of relative abundance distribution (RAD) indices, estimated from the rank-frequency diagrams (RFD), to assess changes in community diversity. Environ. Monit. Assess. 63 (2), 279-295, 2000.
  • [50] N. Mehmood, S.I. Butt, Ð. Pečarić and J., Pečarić, Generalizations of cyclic refinements of Jensen’s inequality by Lidstone’s polynomial with applications in information theory, J. Math. Inequal. 14 (1), 249-271, 2020.
  • [51] M.A. Noor, M.U. Awan and K.I. Noor, Quantum Ostrowski inequalities for q- differentiable convex functions, J. Math. Inequal, 10 (4), 1013-1018, 2016.
  • [52] A. Nosheen, R. Bibi and J. Pečarić, Jensen-Steffensen inequality for diamond integrals, its converse and improvements via Green function and Taylor’s formula, Aequationes Math. 92 (2), 289-309, 2018.
  • [53] T. Niaz, K.A. Khan, Ð. Pečarić and J. Pečarić, Estimation of different entropies via Taylor one point and Taylor two points interpolations using Jensen type functionals, Int. J. Anal. Appl. 17 (5), 686-710, 2019.
  • [54] J. Pečarić, F. Proschan and Y.L. Tong, Convex Functions, Partial Orderings, and Statistical Applications. Mathematics in Science and Engineering, Academic Press, New York, 1992.
  • [55] J. Pečarić, M. Praljak and A. Witkowski, Linear operator inequality for n-convex functions at a point, Math. Inequal. Appl. 18, 1201-1217, 2015.
  • [56] J. Pečarić, A. Perušić and K. Smoljak, Generalizations of Steffensen’s Inequality by Abel-Gontscharoff Polynomial, Khayyam J. Math. 1 (1), 45-61, 2015.
  • [57] J. Pečarić and M. Praljak, Popoviciu type inequalities for higher order convex functions via lidstone interpolation, Math. Inequal. Appl. 22 (4), 1243-1256, 2019.
  • [58] J. Pečarić, A. Perušić Pribanić and A. Vukelić, Generalizations of Steffensen’s inequality by Lidstone’s polynomial and related results, Quaestiones Mathematicae, 43 (3), 293-307, 2020.
  • [59] S. Ramzan, A. Nosheen, R. Bibi and J. Pečarić, Generalized Jensen’s functional on time scales via extended Montgomery identity, J. Inequal. Appl. 2021 (1), 1-17, 2021.
  • [60] Z.K. Silagadze, Citations and the Zipf-Mandelbrot law, Complex Syst. 11, 487-499, 1997.
  • [61] S.H. Saker, Some nonlinear dynamic inequalities on time scales and applications, J. Math. Inequal. 4 (4), 561-579, 2010.
  • [62] Y.G. Sun and T. Hassan, Some nonlinear dynamic integral inequalities on time scales, Appl. Math. Comput. 220 (4), 221-225, 2013.
  • [63] W. Sudsutad, S.K. Ntouyas and J. Tariboon, Quantum integral inequalities for convex functions, J. Math. Inequal. 9(3), 781-793, 2015.
  • [64] N. Siddique, M. Imran, K.A. Khan and J. Pečarić, Majorization inequalities via Green functions and Fink’s identity with applications to Shannon entropy, J. Inequal. Appl. 2020 (1), 1-14, 2020.
  • [65] J.T. Tou and R.C. Gonzales, Pattern recognition principle, Addison-Wesley, Reading MA, 1974.
  • [66] F. Topsoe, Some inequalities for information divergence and related measures of discrimination, Res. Rep. Coll., RGMIA. 2 (1), 85-98, 1999.
  • [67] C.C. Tisdell and A. Zaidi, Basic qualitative and quantitative results for solutions to nonlinear dynamic equations on time scales with an application to economic modelling, Nonlinear Anal. 68, 3504-3524, 2008.
  • [68] J. Tariboon and S.K. Ntouyas, Quantum calculus on finite intervals and applications to impulsive difference equations, Adv. Differ. Equ. 2013, 1, 2013.
  • [69] J. Tariboon and S.K. Ntouyas, Quantum integral inequalities on finite intervals, J. Inequal. Appl. 2014, 1, 2014.
  • [70] A. Vukelic, G. Aras-Gazic and J. Pečarić, Generalization of Jensen’s and Jensen- Steffensen’s inequalities and their converses by Lidstone’s polynomial and majorization theorem, J. Numer. Anal. Approx. Theory. 46 (1), 6-24, 2016.
  • [71] M.J. Vivas-Cortex, A. Kashuri, R. Liko and J.E. Hernandez Hernandez, Quantum estimates of Ostrowski inequalities for generalized ϕ-convex functions, Symmetry. 11 (2), Article ID 1513, 2019.
  • [72] M.J. Vivas-Cortex, A. Kashuri, R. Liko and J.E. Hernandez Hernandez, Some inequalities using generalized convex functions in quantum analysis, Symmetry, 11 (11), Article ID 1402, 2019.
  • [73] M.J. Vivas-Cortex, A. Kashuri and J.E. Hernandez Hernandez, Trapezium-type inequalities for Raina’s fractional integrals operator using generalized convex functions, Symmetry. 12 (6), Article ID 1034, 2020.
  • [74] M.J. Vivas-Cortex, A. Kashuri, R. Liko and J.E. Hernandez Hernandez, Some new q-integral inequalities using generalized quantum Montgomery identity via preinvex functions, Symmetry. 12 (4), Article ID 533, 2020.
  • [75] D.V. Widder, Completely convex function and Lidstone series, Trans. Am. Math. Soc. 51, 387-398, 1942.
  • [76] E. Wedrowska, Application of Kullback-Leibler Relative Entropy for Studies on the Divergence of Household Expenditures Structures, Olszt. Econ. J. 6, 133-142, 2011.
  • [77] C. Zhu, W. Yang and Q. Zhao, Some new fractional q-integral Gr¨uss-type inequalities and other inequalities, J. Inequal. Appl. 2012 (1), 1-15, 2012.