On estimating the Bernoulli regression function using Bernstein polynomials

被引:1
|
作者
Babilua, P. K. [1 ]
Nadaraya, E. A. [1 ]
机构
[1] Iv Javakhishvili Tbilisi State Univ, Fac Exact & Nat Sci, Dept Math, Univ Str 3, Tbilisi 0143, Georgia
关键词
Bernstein polynomial; Bernoulli regression function; consistency; power of test; one-sided alternatives;
D O I
10.1080/03610926.2019.1709872
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The estimate for the Bernoulli regression function is constructed using the Bernstein polynomial. The question of its consistency and asymptotic normality is studied. Testing hypothesis is constructed on the form of the Bernoulli regression function. Also, the test is constructed for the hypothesis on the equality Bernoulli functions. The question of consistency of the constructed tests is studied.
引用
收藏
页码:3928 / 3941
页数:14
相关论文
共 50 条
  • [21] Estimation of the quantile function using Bernstein-Durrmeyer polynomials
    Pepelyshev, A.
    Rafajlowicz, E.
    Steland, A.
    [J]. JOURNAL OF NONPARAMETRIC STATISTICS, 2014, 26 (01) : 1 - 20
  • [22] A NOTE ON q-BERNOULLI NUMBERS AND q-BERNSTEIN POLYNOMIALS
    Kim, Taekyun
    Ryoo, Cheon Seoung
    Yi, Heungsu
    [J]. ARS COMBINATORIA, 2012, 104 : 437 - 447
  • [23] A NOTE ON THE q-BERNOULLI NUMBERS AND q-BERNSTEIN POLYNOMIALS
    Park, Jin-Woo
    Pak, Hong Kyung
    Rim, Seog-Hoon
    Kim, Taekyun
    Lee, Sang-Hun
    [J]. JOURNAL OF COMPUTATIONAL ANALYSIS AND APPLICATIONS, 2013, 15 (04) : 722 - 729
  • [24] Nonparametric regression models for right-censored data using Bernstein polynomials
    Osman, Muhtarjan
    Ghosh, Sujit K.
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2012, 56 (03) : 559 - 573
  • [25] A variable selection approach to monotonic regression with Bernstein polynomials
    Curtis, S. McKay
    Ghosh, Sujit K.
    [J]. JOURNAL OF APPLIED STATISTICS, 2011, 38 (05) : 961 - 976
  • [26] Nonparametric regression estimation by Bernstein-Durrmeyer polynomials
    Rafajlowicz, E
    Ewa, SR
    [J]. TATRA MOUNTAINS MATHEMATICAL PUBLICATIONS, VOL 17, 1998, : 227 - 239
  • [27] Monotonic Quantile Regression With Bernstein Polynomials for Stochastic Simulation
    Tan, Matthias H. Y.
    [J]. TECHNOMETRICS, 2016, 58 (02) : 180 - 190
  • [29] An alternative distribution function estimation method using rational Bernstein polynomials
    Erdogan, Mahmut Sami
    Disibuyuk, Cetin
    Oruc, Ozlem Ege
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2019, 353 : 232 - 242
  • [30] Multivariate nonparametric estimation of the Pickands dependence function using Bernstein polynomials
    Marcon, G.
    Padoan, S. A.
    Naveau, P.
    Muliere, P.
    Segers, J.
    [J]. JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2017, 183 : 1 - 17