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Accelerated life tests (ALTs) play a crucial role in reliability analyses, providing lifetime estimates of highly reliable products. Among ALTs, step-stress design increases the stress level at predefined times, while maintaining a constant…

统计理论 · 数学 2024-02-12 Narayanaswamy Balakrishnan , María Jaenada , Leandro Pardo

The determination of the true source polarization given a set of measurements is complicated by the requirement that the polarization always be positive. This positive bias also hinders construction of upper limits, uncertainties, and…

天体物理学 · 物理学 2009-04-15 John E. Vaillancourt

We study large deviations and rare default clustering events in a dynamic large heterogeneous portfolio of interconnected components. Defaults come as Poisson events and the default intensities of the different components in the system…

概率论 · 数学 2015-02-20 Konstantinos Spiliopoulos , Richard B. Sowers

The Neyman and Scott (1948) model is widely used to demonstrate a serious weakness of the Maximum Likelihood (ML) method: it can give rise to inconsistent estimators. The primary objective of this paper is to revisit this example with a…

统计方法学 · 统计学 2013-01-29 Aris Spanos

This paper shows that the logarithm of the epsilon-error capacity (average error probability) for n uses of a discrete memoryless channel is upper bounded by the normal approximation plus a third-order term that does not exceed 1/2 log n +…

信息论 · 计算机科学 2013-10-25 Marco Tomamichel , Vincent Y. F. Tan

Relational models generalize log-linear models to arbitrary discrete sample spaces by specifying effects associated with any subsets of their cells. A relational model may include an overall effect, pertaining to every cell after a…

统计方法学 · 统计学 2019-05-17 Anna Klimova , Tamás Rudas

In this article we establish central limit theorems for multilevel Polyak-Ruppert averaged stochastic approximation schemes. We work under very mild technical assumptions and consider the slow regime in wich typical errors decay like…

概率论 · 数学 2019-12-18 Steffen Dereich

We study the error rate of LLMs on tasks like arithmetic that require a deterministic output, and repetitive processing of tokens drawn from a small set of alternatives. We argue that incorrect predictions arise when small errors in the…

机器学习 · 计算机科学 2026-01-21 Suvrat Raju , Praneeth Netrapalli

We show that the statistical error, $\sigma_{\tau}$, in estimating the optical depth, $\tau$, due to microlensing is substantially higher than the naive Poisson estimate: $\sigma_{\tau} = \sqrt{\eta / N} \tau$, where $N$ is the number of…

天体物理学 · 物理学 2009-10-22 Cheongho Han , Andrew Gould

Central limit theorems (CLTs) have a long history in probability and statistics. They play a fundamental role in constructing valid statistical inference procedures. Over the last century, various techniques have been developed in…

统计理论 · 数学 2023-06-27 Arisina Banerjee , Arun K Kuchibhotla

Signal processing makes extensive use of point estimators and accompanying error bounds. These work well up until the likelihood function has two or more high peaks. When it is important for an estimator to remain reliable, it becomes…

统计方法学 · 统计学 2025-03-04 Ning Xu , Christopher M. Foster , Jonathan H. Manton

A novel model of systematic errors for the regression of Poisson data is applied to hypothesis testing of nested model components with the introduction of a generalization of the $\Delta C$ statistic that applies in the presence of…

天体物理仪器与方法 · 物理学 2025-03-24 M. Bonamente , D. Zimmerman , Y. Chen

We consider the estimation of rare-event probabilities using sample proportions output by naive Monte Carlo or collected data. Unlike using variance reduction techniques, this naive estimator does not have a priori relative efficiency…

统计方法学 · 统计学 2025-02-19 Yuanlu Bai , Henry Lam

Statistical estimation and inference for marginal hazard models with varying coefficients for multivariate failure time data are important subjects in survival analysis. A local pseudo-partial likelihood procedure is proposed for estimating…

统计理论 · 数学 2009-09-29 Jianwen Cai , Jianqing Fan , Haibo Zhou , Yong Zhou

Errors-in-variables is a long-standing, difficult issue in linear regression; and progress depends in part on new identifying assumptions. I characterize measurement error as bad-leverage points and assume that fewer than half the sample…

计量经济学 · 经济学 2020-03-17 Eric Blankmeyer

The log-rank test and the Cox proportional hazards model are commonly used to compare time-to-event data in clinical trials, as they are most powerful under proportional hazards. But there is a loss of power if this assumption is violated,…

统计方法学 · 统计学 2024-02-14 Jonas Brugger , Tim Friede , Florian Klinglmüller , Martin Posch , Robin Ristl , Franz König

We construct uncertainty intervals for weak Poisson signals in the presence of background. We consider the case where a primary experiment yields a realization of the signal plus background, and a second experiment yields a realization of…

数据分析、统计与概率 · 物理学 2016-10-19 K. J. Coakley , J. D. Splett , D. S. Simons

We describe the utility of point processes and failure rates and the most common point process for modeling failure rates, the Poisson point process. Next, we describe the uniformly most powerful test for comparing the rates of two Poisson…

应用统计 · 统计学 2020-01-14 Rohit Pandey , Yingnong Dang , Gil Lapid Shafriri , Murali Chintalapati , Aerin Kim

This paper considers the problem of estimating probabilities of the form $\mathbb{P}(Y \leq w)$, for a given value of $w$, in the situation that a sample of i.i.d.\ observations $X_1, \ldots, X_n$ of $X$ is available, and where we…

统计方法学 · 统计学 2016-02-01 Arnoud V. den Boer , Michel Mandjes

Confidence intervals for a binomial parameter or for the ratio of Poisson means are commonly desired in high energy physics (HEP) applications such as measuring a detection efficiency or branching ratio. Due to the discreteness of the data,…

数据分析、统计与概率 · 物理学 2009-12-23 Robert D. Cousins , Kathryn E. Hymes , Jordan Tucker