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The odds ratio (OR) is a measure of effect size commonly used in observational research. OR reflects statistical association between a binary outcome, such as the presence of a health condition, and a binary predictor, such as an exposure…

统计方法学 · 统计学 2018-07-09 Olga A Vsevolozhskaya , Dmitri V Zaykin

Analyses of population-based surveys are instrumental to research on prevention and treatment of mental and substance use disorders. Population-based data provides descriptive characteristics of multiple determinants of public health and…

统计方法学 · 统计学 2020-07-03 Olga A. Vsevolozhskaya , Karl C. Alcover , James C. Anthony , Dmitri V. Zaykin

The sharpest known high probability generalization bounds for uniformly stable algorithms (Feldman, Vondr\'{a}k, 2018, 2019), (Bousquet, Klochkov, Zhivotovskiy, 2020) contain a generally inevitable sampling error term of order…

机器学习 · 计算机科学 2021-11-19 Yegor Klochkov , Nikita Zhivotovskiy

It is well known that under general regularity conditions the distribution of the maximum likelihood estimator (MLE) is asymptotically normal. Very recently, bounds of the optimal order $O(1/\sqrt n)$ on the closeness of the distribution of…

统计理论 · 数学 2016-12-15 Iosif Pinelis

The standard odds ratio of logistic regression is foundational but limited to individual explanatory variables. This work derives a multivariable odds ratio that applies to all the explanatory variables in all their combinations.

统计方法学 · 统计学 2025-04-25 José Raúl Martínez

The empirical Orlicz norm based on a random sample is defined as a natural estimator of the Orlicz norm of a univariate probability distribution. A law of large numbers is derived under minimal assumptions. The latter extends readily to a…

统计理论 · 数学 2026-03-12 Fabian Mies

Let ${X_1,...,X_n}$ be i.i.d. random observations. Let $\mathbb{S}=\mathbb{L}+\mathbb{T}$ be a $U$-statistic of order $k\ge2$ where $\mathbb{L}$ is a linear statistic having asymptotic normal distribution, and $\mathbb{T}$ is a…

概率论 · 数学 2009-12-14 Vidmantas Bentkus , Bing-Yi Jing , Wang Zhou

The assumption that the sampling distribution of the crude odds ratio (ORcrude) is a log-normal distribution with parameters mu and sigma leads to the incorrect conclusion that the expectation of the log of ORcrude is equal to the parameter…

统计方法学 · 统计学 2023-01-11 David Newstein

Opportunistic detection rules (ODRs) are variants of fixed-sample-size detection rules in which the statistician is allowed to make an early decision on the alternative hypothesis opportunistically based on the sequentially observed…

信息论 · 计算机科学 2016-02-15 Wenyi Zhang , George V. Moustakides , H. Vincent Poor

Let $(X_i)_{1 \le i \le n}$ be independent and identically distributed (i.i.d.) standard Gaussian random variables, and denote by $X_{(n)} = \max_{1 \le i \le n} X_i$ the maximum order statistic. It is well-known in extreme value theory…

概率论 · 数学 2025-07-15 Yutao Ma , Bingjie Tian

Approximations to the modified signed likelihood ratio statistic are asymptotically standard normal with error of order $n^{-1}$, where $n$ is the sample size. Proofs of this fact generally require that the sufficient statistic of the model…

统计理论 · 数学 2007-12-18 Heping He , Thomas A. Severini

In a remarkable paper, Peter Hall [{\it On the rate of convergence of normal extremes}, J. App. Prob, {\bf 16} (1979) 433--439] proved that the supremum norm distance between the distribution function of the normalized maximum of $n$…

概率论 · 数学 2013-08-27 Armengol Gasull , Maria Jolis , Frederic Utzet

Standard confidence intervals employed in applied statistical analysis are usually based on asymptotic approximations. Such approximations can be considerably inaccurate in small and moderate sized samples. We derive accurate confidence…

统计理论 · 数学 2020-12-14 Eliane C. Pinheiro , Silvia L. P. Ferrari , Francisco M. C. Medeiros

Let $f$ be a nonincreasing function defined on $[0,1]$. Under standard regularity conditions, we derive the asymptotic distribution of the supremum norm of the difference between $f$ and its Grenander-type estimator on sub-intervals of…

统计理论 · 数学 2012-09-26 Cécile Durot , Vladimir N. Kulikov , Hendrik P. Lopuhaä

Sequential estimators are proposed for the relative risk, odds ratio, log relative risk or log odds ratio of a dichotomous attribute in two populations. The estimators take the same number of observations from each population, and guarantee…

统计方法学 · 统计学 2026-04-07 Luis Mendo

Laplace's method is used to approximate intractable integrals in a statistical problems. The relative error rate of the approximation is not worse than $O_p(n^{-1})$. We provide the first statistical lower bounds showing that the $n^{-1}$…

统计理论 · 数学 2023-03-29 Blair Bilodeau , Yanbo Tang , Alex Stringer

We study the properties of several likelihood-based statistics commonly used in testing for the presence of a known signal under a mixture model with known background, but unknown signal fraction. Under the null hypothesis of no signal, all…

数据分析、统计与概率 · 物理学 2018-12-26 Igor Volobouev , A. Alexandre Trindade

Selecting appropriate regularization coefficients is critical to performance with respect to regularized empirical risk minimization problems. Existing theoretical approaches attempt to determine the coefficients in order for regularized…

机器学习 · 计算机科学 2019-09-05 Akihiro Yabe , Takanori Maehara

We consider the rate of convergence of the expected loss of empirically optimal vector quantizers. Earlier results show that the mean-squared expected distortion for any fixed distribution supported on a bounded set and satisfying some…

统计理论 · 数学 2012-02-01 Clément Levrard

In recent work, Fyodorov and Keating conjectured the maximum size of $|\zeta(1/2+it)|$ in a typical interval of length O(1) on the critical line. They did this by modelling the zeta function by the characteristic polynomial of a random…

数论 · 数学 2013-04-03 Adam J. Harper
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