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We consider the origin of noise and distortions in power spectral estimates of randomly sampled data, specifically velocity data measured with a burst-mode laser Doppler anemometer. The analysis guides us to new ways of reducing noise and…

流体动力学 · 物理学 2019-06-14 Preben Buchhave , Clara M. Velte

Computing accurate estimates of the Fourier transform of analog signals from discrete data points is important in many fields of science and engineering. The conventional approach of performing the discrete Fourier transform of the data…

机器学习 · 统计学 2017-12-08 Luca Ambrogioni , Eric Maris

One of the key approximations to range simulation is downscaling the image, dictated by the natural trigonometric relationships that arise due to long-distance viewing. It is well-known that standard downsampling applied to an image without…

信号处理 · 电气工程与系统科学 2025-05-12 Suayb S. Arslan , Lukas Vogelsang , Michal Fux , Pawan Sinha

We consider the problem of estimating unknown parameters in stochastic differential equations driven by colored noise, which we model as a sequence of Gaussian stationary processes with decreasing correlation time. We aim to infer…

数值分析 · 数学 2024-12-30 Grigorios A. Pavliotis , Sebastian Reich , Andrea Zanoni

Products of Gaussian noises often emerge as the result of non-linear detection techniques or as a parasitic effect, and their proper handling is important in many practical applications, including in fluctuation-enhanced sensing, indoor air…

数据分析、统计与概率 · 物理学 2013-01-07 L. B. Kish , R. Mingesz , Z. Gingl , C. G. Granqvist

This paper investigates the approximation of Gaussian random variables in Banach spaces, focusing on the high-probability bounds for the approximation of Gaussian random variables using finitely many observations. We derive non-asymptotic…

统计理论 · 数学 2025-08-28 Daniel Winkle , Ingo Steinwart , Bernard Haasdonk

A linear Gaussian state-space smoothing algorithm is presented for estimation of derivatives from a sequence of noisy measurements. The algorithm uses numerically stable square-root formulas, can handle simultaneous independent measurements…

统计方法学 · 统计学 2016-10-17 Robert Piche

Signal processing of uniformly spaced data from stationary stochastic processes with missing samples is investigated. Besides randomly and independently occurring outliers also correlated data gaps are investigated. Non-parametric…

信号处理 · 电气工程与系统科学 2023-04-28 Nils Damaschke , Volker Kühn , Holger Nobach

We propose a method to restore and to segment simultaneously images degraded by a known point spread function (PSF) and additive white noise. For this purpose, we propose a joint Bayesian estimation framework, where a family of…

数据分析、统计与概率 · 物理学 2015-05-13 Hacheme Ayasso , Ali Mohammad-Djafari

In this paper, we derive tail approximations of integrals of exponential functions of Gaussian random fields with varying mean functions and approximations of the associated point processes. This study is motivated naturally by multiple…

统计理论 · 数学 2011-12-05 Jingchen Liu , Gongjun Xu

We present a technique for approximating generic normalization constants subject to constraints. The method is then applied to derive the exact asymptotics for the conditional normalization constant of constrained exponential random graphs.

概率论 · 数学 2015-08-05 Mei Yin

In this paper modified variants of the sparse Fourier transform algorithms from [14] are presented which improve on the approximation error bounds of the original algorithms. In addition, simple methods for extending the improved sparse…

数值分析 · 数学 2010-10-04 M. A. Iwen

We study inference using trimmed least squares (TLS) and trimmed least absolute deviations (TLAD) estimators of \citet{honore_trimmed_1992} in censored two-period panel-data models with fixed effects. We show that the published asymptotic…

计量经济学 · 经济学 2026-05-19 Denis Chetverikov , Jesper R. -V. ~Sørensen , Bo Honoré

Constraining a numerical weather prediction (NWP) model with observations via 4D variational (4D-Var) data assimilation is often difficult to implement in practice due to the need to develop and maintain a software-based tangent linear…

机器学习 · 计算机科学 2024-08-07 Kylen Solvik , Stephen G. Penny , Stephan Hoyer

The asymptotic normality for a large family of eigenvalue statistics of a general sample covariance matrix is derived under the ultra-high dimensional setting, that is, when the dimension to sample size ratio $p/n \to \infty$. Based on this…

统计方法学 · 统计学 2021-09-15 Jiaxin Qiu , Zeng Li , Jianfeng Yao

We consider the pricing of derivatives written on the discretely sampled realized variance of an underlying security. In the literature, the realized variance is usually approximated by its continuous-time limit, the quadratic variation of…

证券定价 · 定量金融 2010-11-24 Martin Keller-Ressel , Johannes Muhle-Karbe

We present an approximate expression for the covariance of the log-average periodogram for a zero mean stationary Gaussian process. Our findings extend the work of [1] on the covariance of the log-periodogram by additionally taking…

统计理论 · 数学 2024-10-10 Karolina Klockmann , Tatyana Krivobokova

A frequency counter measures the input frequency $\bar{\nu}$ averaged over a suitable time $\tau$, versus the reference clock. High resolution is achieved by interpolating the clock signal. Further increased resolution is obtained by…

仪器与探测器 · 物理学 2009-11-10 Enrico Rubiola

In this paper we consider the construction of simultaneous confidence bands for the spectral density of a stationary time series using a Gaussian approximation for classical lag-window spectral density estimators evaluated at the set of all…

统计理论 · 数学 2025-02-25 Jens-Peter Kreiss , Anne Leucht , Efstathios Paparoditis

A description in terms of phase and amplitude variables is given, for nonlinear oscillators subject to white Gaussian noise described by It\^o stochastic differential equations. The stochastic differential equations derived for the…

统计力学 · 物理学 2015-03-24 Michele Bonnin
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