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Time series forecasting remains a critical challenge across numerous domains, yet the effectiveness of complex models often varies unpredictably across datasets. Recent studies highlight the surprising competitiveness of simple linear…

机器学习 · 计算机科学 2026-05-14 Zheng Wang , Kaixuan Zhang , Wanfang Chen , Xiaonan Lu , Longyuan Li , Tobias Schlagenhauf

Singular spectrum analysis (SSA), starting from the second half of the XX century, has been a rapidly developing method of time series analysis. Since it can be called principal component analysis for time series, SSA will definitely be a…

统计方法学 · 统计学 2021-01-26 Nina Golyandina

We analyze the density of roots of random polynomials where each complex coefficient is constructed of a random modulus and a fixed, deterministic phase. The density of roots is shown to possess a singular component only in the case for…

chao-dyn · 物理学 2016-08-31 D. Braun , M. Kus , K. Zyczkowski

Singular Spectrum Analysis (SSA) as a tool for analysis and forecasting of time series is considered. The main features of the Rssa package, which implements the SSA algorithms and methodology in R, are described and examples of its use are…

统计方法学 · 统计学 2015-03-20 Nina Golyandina , Anton Korobeynikov

We study forecasting capabilities of the methods of Singular Spectrum Analysis (SSA) and Local Approximation (LA). A practical implementation of these methods to several time series is described. Details of the algorithms of these methods…

混沌动力学 · 物理学 2007-05-23 A. Loskutov , I. Istomin , O. Kotlyarov

In this paper, a linear univariate representation for the roots of a zero-dimensional polynomial equation system is presented, where the roots of the equation system are represented as linear combinations of roots of several univariate…

符号计算 · 计算机科学 2011-02-24 Jin-San Cheng , Xiao-Shan Gao , Leilei Guo

Resonances are common in wave physics and their full and rigorous characterization is crucial to correctly tailor the response of a system in both time and frequency domains. However, they have been conventionally described by the quality…

光学 · 物理学 2025-04-09 Isam Ben Soltane , Nicolas Bonod

This survey revolves around the question how the roots of a monic polynomial (resp. the spectral decomposition of a linear operator), whose coefficients depend in a smooth way on parameters, depend on those parameters. The parameter…

泛函分析 · 数学 2024-10-23 Adam Parusiński , Armin Rainer

In the present paper we investigate methods related to both the Singular Spectrum Analysis (SSA) and subspace-based methods in signal processing. We describe common and specific features of these methods and consider different kinds of…

统计方法学 · 统计学 2011-07-21 Nina Golyandina

Singular spectrum analysis (SSA) as a nonparametric tool for decomposition of an observed time series into sum of interpretable components such as trend, oscillations and noise is considered. The separability of these series components by…

统计方法学 · 统计学 2016-01-25 Nina Golyandina , Alex Shlemov

This article is studying the roots of the reliability polynomials of linear consecutive-\textit{k}-out-of-\textit{n}:\textit{F} systems. We are able to prove that these roots are unbounded in the complex plane, for any fixed $k\ge2$. In the…

离散数学 · 计算机科学 2022-08-31 Marilena Jianu , Leonard Daus , Vlad-Florin Dragoi , Valeriu Beiu

Linearized polynomials appear in many different contexts, such as rank metric codes, cryptography and linear sets, and the main issue regards the characterization of the number of roots from their coefficients. Results of this type have…

组合数学 · 数学 2020-05-07 Olga Polverino , Ferdinando Zullo

The value distribution of derivatives of characteristic polynomials of matrices from SO(N) is calculated at the point 1, the symmetry point on the unit circle of the eigenvalues of these matrices. We consider subsets of matrices from SO(N)…

数论 · 数学 2009-11-11 N. C. Snaith

A fundamental problem in the theory of linearized and projective polynomials over finite fields is to characterize the number of roots in the coefficient field directly from the coefficients. We prove results of this type, of a recursive…

数论 · 数学 2019-04-11 Gary McGuire , John Sheekey

We investigate algebraic and arithmetic properties of a class of sequences of sparse polynomials that have binomial coefficients both as exponents and as coefficients. In addition to divisibility and irreducibility results we also consider…

数论 · 数学 2021-09-27 Karl Dilcher , Maciej Ulas

The question whether a time series behaves as a random walk or as a station- ary process is an important and delicate problem, particularly arising in financial statistics, econometrics, and engineering. This paper studies the problem to…

概率论 · 数学 2010-01-13 Ansgar Steland

A skew polynomial ring $R=K[x;\sigma,\delta]$ is a ring of polynomials with non-commutative multiplication. This creates a difference between left and right divisibility, and thus a concept of left and right evaluations and roots. A…

环与代数 · 数学 2018-08-17 Travis Baumbaugh , Felice Manganiello

We study the convergence properties of a pair of learning algorithms (learning with and without memory). This leads us to study the dominant eigenvalue of a class of random matrices. This turns out to be related to the roots of the…

概率论 · 数学 2007-05-23 Natalia Komarova , Igor Rivin

Time series analysis is crucial in fields like finance, economics, environmental science, and biomedical engineering, aiding in forecasting, pattern identification, and understanding underlying mechanisms. While traditional time-domain…

统计方法学 · 统计学 2024-08-21 Jonathan de Souza Matias , Valderio Anselmo Reisen

We study a relation between distinction and special values of local invariants for representations of the general linear group over a quadratic extension of $p$-adic fields. We show that the local Rankin-Selberg root number of any pair of…

表示论 · 数学 2017-04-04 Nadir Matringe , Omer Offen
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