Generalized Bernoulli process with long-range dependence and fractional binomial distribution
Bernoulli process is a finite or infinite sequence of independent binary variables, Xi, i = 1, 2, · · ·, whose outcome is either 1 or 0 with probability P(Xi = 1) = p, P(Xi = 0) = 1 – p, for a fixed constant p ∈ (0, 1). We will relax the independence condition of Bernoulli variables, and develop a g...
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De Gruyter
2021
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oai:doaj.org-article:80bcbe01796e43418a2f60b347a0c3ed2021-12-05T14:10:45ZGeneralized Bernoulli process with long-range dependence and fractional binomial distribution2300-229810.1515/demo-2021-0100https://doaj.org/article/80bcbe01796e43418a2f60b347a0c3ed2021-03-01T00:00:00Zhttps://doi.org/10.1515/demo-2021-0100https://doaj.org/toc/2300-2298Bernoulli process is a finite or infinite sequence of independent binary variables, Xi, i = 1, 2, · · ·, whose outcome is either 1 or 0 with probability P(Xi = 1) = p, P(Xi = 0) = 1 – p, for a fixed constant p ∈ (0, 1). We will relax the independence condition of Bernoulli variables, and develop a generalized Bernoulli process that is stationary and has auto-covariance function that obeys power law with exponent 2H – 2, H ∈ (0, 1). Generalized Bernoulli process encompasses various forms of binary sequence from an independent binary sequence to a binary sequence that has long-range dependence. Fractional binomial random variable is defined as the sum of n consecutive variables in a generalized Bernoulli process, of particular interest is when its variance is proportional to n2H, if H ∈ (1/2, 1).Lee JeonghwaDe Gruyterarticlebernoulli processlong-range dependencehurst exponentover-dispersed binomial model60g1060g22Science (General)Q1-390MathematicsQA1-939ENDependence Modeling, Vol 9, Iss 1, Pp 1-12 (2021) |
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bernoulli process long-range dependence hurst exponent over-dispersed binomial model 60g10 60g22 Science (General) Q1-390 Mathematics QA1-939 |
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bernoulli process long-range dependence hurst exponent over-dispersed binomial model 60g10 60g22 Science (General) Q1-390 Mathematics QA1-939 Lee Jeonghwa Generalized Bernoulli process with long-range dependence and fractional binomial distribution |
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Bernoulli process is a finite or infinite sequence of independent binary variables, Xi, i = 1, 2, · · ·, whose outcome is either 1 or 0 with probability P(Xi = 1) = p, P(Xi = 0) = 1 – p, for a fixed constant p ∈ (0, 1). We will relax the independence condition of Bernoulli variables, and develop a generalized Bernoulli process that is stationary and has auto-covariance function that obeys power law with exponent 2H – 2, H ∈ (0, 1). Generalized Bernoulli process encompasses various forms of binary sequence from an independent binary sequence to a binary sequence that has long-range dependence. Fractional binomial random variable is defined as the sum of n consecutive variables in a generalized Bernoulli process, of particular interest is when its variance is proportional to n2H, if H ∈ (1/2, 1). |
format |
article |
author |
Lee Jeonghwa |
author_facet |
Lee Jeonghwa |
author_sort |
Lee Jeonghwa |
title |
Generalized Bernoulli process with long-range dependence and fractional binomial distribution |
title_short |
Generalized Bernoulli process with long-range dependence and fractional binomial distribution |
title_full |
Generalized Bernoulli process with long-range dependence and fractional binomial distribution |
title_fullStr |
Generalized Bernoulli process with long-range dependence and fractional binomial distribution |
title_full_unstemmed |
Generalized Bernoulli process with long-range dependence and fractional binomial distribution |
title_sort |
generalized bernoulli process with long-range dependence and fractional binomial distribution |
publisher |
De Gruyter |
publishDate |
2021 |
url |
https://doaj.org/article/80bcbe01796e43418a2f60b347a0c3ed |
work_keys_str_mv |
AT leejeonghwa generalizedbernoulliprocesswithlongrangedependenceandfractionalbinomialdistribution |
_version_ |
1718371764681048064 |