A fast mode estimator in multidimensional space

Pavel S. Ruzankin; Artem V. Logachov

doi:10.1016/j.spl.2019.108670

A fast mode estimator in multidimensional space

Pavel S. Ruzankin, Artem V. Logachov

Результат исследования: Научные публикации в периодических изданиях › статья

1 цитирование (Scopus)

Выдержка

A nonparametric mode estimator is proposed. For n points sampled from a unimodal distribution in R^d, the estimator has time complexity O(dn), without any pruning of the observations. Consistency and strong consistency of the estimator are proved under certain conditions.

Язык оригинала	английский
Номер статьи	108670
Число страниц	6
Журнал	Statistics and Probability Letters
Том	158
DOI	https://doi.org/10.1016/j.spl.2019.108670
Состояние	Опубликовано - 1 мар 2020

Отпечаток

Estimator

Unimodal Distribution

Strong Consistency

Pruning

Time Complexity

Observation

Strong consistency

Цитировать

Ruzankin, P. S., & Logachov, A. V. (2020). A fast mode estimator in multidimensional space. Statistics and Probability Letters, 158, [108670]. https://doi.org/10.1016/j.spl.2019.108670

Ruzankin, Pavel S. ; Logachov, Artem V. / A fast mode estimator in multidimensional space. В: Statistics and Probability Letters. 2020 ; Том 158.

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keywords = "Multidimensional space, Nonparametric mode estimator, ROBUST ESTIMATORS, EMPIRICAL PROCESSES, EFFICIENT ESTIMATION",

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Ruzankin, PS & Logachov, AV 2020, 'A fast mode estimator in multidimensional space', Statistics and Probability Letters, том. 158, 108670. https://doi.org/10.1016/j.spl.2019.108670

A fast mode estimator in multidimensional space. / Ruzankin, Pavel S.; Logachov, Artem V.

В: Statistics and Probability Letters, Том 158, 108670, 01.03.2020.

Результат исследования: Научные публикации в периодических изданиях › статья

TY - JOUR

T1 - A fast mode estimator in multidimensional space

AU - Ruzankin, Pavel S.

AU - Logachov, Artem V.

PY - 2020/3/1

Y1 - 2020/3/1

N2 - A nonparametric mode estimator is proposed. For n points sampled from a unimodal distribution in Rd, the estimator has time complexity O(dn), without any pruning of the observations. Consistency and strong consistency of the estimator are proved under certain conditions.

AB - A nonparametric mode estimator is proposed. For n points sampled from a unimodal distribution in Rd, the estimator has time complexity O(dn), without any pruning of the observations. Consistency and strong consistency of the estimator are proved under certain conditions.

KW - Multidimensional space

KW - Nonparametric mode estimator

KW - ROBUST ESTIMATORS

KW - EMPIRICAL PROCESSES

KW - EFFICIENT ESTIMATION

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M3 - Article

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JO - Statistics and Probability Letters