A fast mode estimator in multidimensional space

Результат исследования: Научные публикации в периодических изданияхстатья

1 цитирование (Scopus)

Выдержка

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.

Язык оригиналаанглийский
Номер статьи108670
Число страниц6
ЖурналStatistics and Probability Letters
Том158
DOI
СостояниеОпубликовано - 1 мар 2020

Отпечаток

Estimator
Unimodal Distribution
Strong Consistency
Pruning
Time Complexity
Observation
Strong consistency

Цитировать

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title = "A fast mode estimator in multidimensional space",
abstract = "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.",
keywords = "Multidimensional space, Nonparametric mode estimator, ROBUST ESTIMATORS, EMPIRICAL PROCESSES, EFFICIENT ESTIMATION",
author = "Ruzankin, {Pavel S.} and Logachov, {Artem V.}",
year = "2020",
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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 изданияхстатья

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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