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Astronomical time series often have non-uniform sampling in time, or irregular cadences, with long gaps separating clusters of observations. Some of these data sets are also explicitly non-Gaussian with respect to the expected model fit, or…

天体物理仪器与方法 · 物理学 2026-05-12 Valeri V. Makarov , Sébastien Lambert , Phil Cigan , Christopher DiLullo , David Gordon

One of the main features of interest in analysing the light curves of stars is the underlying periodic behaviour. The corresponding observations are a complex type of time series with unequally spaced time points and are sometimes…

应用统计 · 统计学 2022-11-21 Efthymia Derezea , Alfred Kume , Dirk Froebrich

The Lomb-Scargle periodogram is a common tool in the frequency analysis of unequally spaced data equivalent to least-squares fitting of sine waves. We give an analytic solution for the generalisation to a full sine wave fit, including an…

天体物理仪器与方法 · 物理学 2009-11-13 M. Zechmeister , M. Kürster

New time-series analysis tools are needed in disciplines as diverse as astronomy, economics and meteorology. In particular, the increasing rate of data collection at multiple wavelengths requires new approaches able to handle these data.…

天体物理仪器与方法 · 物理学 2021-01-05 C. E. Ferreira Lopes , N. J. G. Cross , F. Jablonski

We introduce and test several novel approaches for periodicity detection in unevenly-spaced sparse datasets. Specifically, we examine five different kinds of periodicity metrics, which are based on non-parametric measures of serial…

天体物理仪器与方法 · 物理学 2016-01-07 Shay Zucker

The aim of our paper is to investigate the properties of the classical phase-dispersion minimization (PDM), analysis of variance (AOV), string-length (SL), and Lomb-Scargle (LS) power statistics from a statistician's perspective. We confirm…

地球与行星天体物理 · 物理学 2024-12-03 Naomi Giertych , Ahmed Shaban , Pragya Haravu , Jonathan P Williams

We estimate the probability that random noise, of several plausible standard distributions, creates a false alarm that a periodicity (or log-periodicity) is found in a time series. We investigate general situations with non-Gaussian…

统计力学 · 物理学 2009-11-07 Wei-Xing Zhou , Didier Sornette

This paper introduces a novel spectral M-estimator, called the asymmetric Huber periodogram (AHP), for periodicity detection in time series. The AHP is constructed from trigonometric asymmetric Huber regression, where a specially designed…

统计方法学 · 统计学 2025-10-30 Tianbo Chen

In Patil et. al 2024a, we developed a multitaper power spectrum estimation method, mtNUFFT, for analyzing time-series with quasi-regular spacing, and showed that it not only improves upon the statistical issues of the Lomb-Scargle…

太阳与恒星天体物理 · 物理学 2024-05-30 Aarya A. Patil , Gwendolyn M. Eadie , Joshua S. Speagle , David J. Thomson

The need to unravel modulations hidden in noisy time series of experimental data is a well known problem, traditionally attacked through a variety of methods, among which a popular tool is the so called Lomb-Scargle periodogram. Recently,…

高能物理 - 唯象学 · 物理学 2007-05-23 Gioacchino Ranucci

While the Lomb-Scargle periodogram is foundational to astronomy, it has a significant shortcoming: the variance in the estimated power spectrum does not decrease as more data are acquired. Statisticians have a 60-year history of developing…

天体物理仪器与方法 · 物理学 2023-12-18 Sarah E. Dodson-Robinson , Charlotte Haley

In this paper, an over-sampled periodogram higher criticism (OPHC) test is proposed for the global detection of sparse periodic effects in a complex-valued time series. An explicit minimax detection boundary is established between the…

统计理论 · 数学 2016-09-28 T. Tony Cai , Yonina C. Eldar , Xiaodong Li

We propose a new unsupervised and non-parametric method to detect change points in intricate quasi-periodic signals. The detection relies on optimal transport theory combined with topological analysis and the bootstrap procedure. The…

机器学习 · 计算机科学 2022-11-15 Nikolay Shvetsov , Nazar Buzun , Dmitry V. Dylov

In this paper, the estimation of parameters in the harmonic regression with cyclically dependent errors is addressed. Asymptotic properties of the least-squares estimates are analyzed by simulation experiments. By numerical simulation, we…

A new, computationally- and statistically-efficient algorithm, the Fast $\chi^2$ algorithm, can find a periodic signal with harmonic content in irregularly-sampled data with non-uniform errors. The algorithm calculates the minimized…

数据分析、统计与概率 · 物理学 2009-04-17 David M. Palmer

Correlations in multifractal series have been investigated, extensively. Almost all approaches try to find scaling features of a given time series. However, the analysis of such scaling properties has some difficulties such as finding a…

数据分析、统计与概率 · 物理学 2020-02-03 Pouya Manshour

Period searches in event data have traditionally used the Rayleigh statistic, $R^2$. For X-ray pulsars, the standard has been the $Z^2$ statistic, which sums over more than one harmonic. For $\gamma$-rays, the $H$-test, which optimizes the…

天体物理仪器与方法 · 物理学 2017-12-05 G. Belanger

Many speech and music analysis and processing schemes rely on an estimate of the fundamental frequency $f_0$ of periodic signal components. Most established schemes apply rather unspecific signal models such as sinusoidal models to the…

声音 · 计算机科学 2021-12-23 Volker Hohmann

The use of non-orthogonal signals has several benefits over orthogonal signals in multi-coded communications. We provide a novel, theoretical study of non-orthogonal signaling to expand the applicability of these schemes. Motivated by a…

信息论 · 计算机科学 2025-09-11 Brian Nelson , Behrouz Farhang-Boroujeny

Ongoing and future surveys with repeat imaging in multiple bands are producing (or will produce) time-spaced measurements of brightness, resulting in the identification of large numbers of variable sources in the sky. A large fraction of…

天体物理仪器与方法 · 物理学 2017-11-29 Abhijit Saha , A. Katherina Vivas