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This paper presents the asymptotic theory for nondegenerate $U$-statistics of high frequency observations of continuous It\^{o} semimartingales. We prove uniform convergence in probability and show a functional stable central limit theorem…

概率论 · 数学 2014-09-10 Mark Podolskij , Christian Schmidt , Johanna F. Ziegel

We consider the almost sure asymptotic behavior of the periodogram of stationary and ergodic sequences. Under mild conditions we establish that the limsup of the periodogram properly normalized identifies almost surely the spectral density…

概率论 · 数学 2012-10-19 Christophe Cuny , Florence Merlevède , Magda Peligrad

After establishing the moderate deviation principle by the Classical Azencott method, we prove the Strassen's compact law of the iterated logarithm (LIL) for a class of stochastic partial differential equations (SPDEs). As an application,…

概率论 · 数学 2020-07-14 Parisa Fatheddin

We establish the Strassen's law of the iterated logarithm for independent and identically distributed random variables with $\hat{\mathbb{E}}[X_1]=\hat{\mathcal{E}}[X_1]=0$ and $C_{\mathbb{V}}[X_1^2]<\infty$ under sub-linear expectation…

概率论 · 数学 2022-12-22 Wang-yun Gu , Li-xin Zhang

We provide a generalization of Theorem 1 in Bartkiewicz, Jakubowski, Mikosch and Wintenberger (2011) in the sense that we give sufficient conditions for weak convergence of finite dimensional distributions of the partial sum processes of a…

概率论 · 数学 2022-07-11 Matyas Barczy , Fanni K. Nedényi , Gyula Pap

We develop a methodology to learn finitely generated random iterated function systems from time-series of partial observations using delay embeddings. We obtain a minimal model representation for the observed dynamics, using a hidden…

动力系统 · 数学 2025-08-20 Emilia Gibson , Jeroen S. W. Lamb

We derive laws of the iterated logarithm for random walks on random conductance models under the assumption that the random walks enjoy long time sub-Gaussian heat kernel estimates.

概率论 · 数学 2016-05-04 Takashi Kumagai , Chikara Nakamura

In this note, we establish a compact law of the iterated logarithm under the upper capacity for independent and identically distributed random variables in a sub-linear expectation space. For showing the result, a self-normalized law of the…

概率论 · 数学 2022-02-28 Li-Xin Zhang

We prove a sequence of limiting results about weakly dependent stationary and regularly varying stochastic processes in discrete time. After deducing the limiting distribution for individual clusters of extremes, we present a new type of…

概率论 · 数学 2017-12-05 Bojan Basrak , Hrvoje Planinic , Philippe Soulier

We obtain strong invariance principles for normalized multiple iterated sums and integrals of the form $\bbS_N^{(\nu)}(t)=N^{-\nu/2}\sum_{0\leq k_1<...<k_\nu\leq Nt}\xi(k_1)\otimes\cdots\otimes\xi(k_\nu)$, $t\in[0,T]$ and…

概率论 · 数学 2025-02-04 Yuri Kifer

The population $\mathrm{KL}_{\inf}$ is a fundamental quantity that appears in lower bounds for (asymptotically) optimal regret of pure-exploration stochastic bandit algorithms, and optimal stopping time of sequential tests. Motivated by…

统计理论 · 数学 2026-02-06 Ashwin Ram , Aaditya Ramdas

Generalized linear statistics are an unifying class that contains U-statistics, U-quantiles, L-statistics as well as trimmed and winsorized U-statistics. For example, many commonly used estimators of scale fall into this class.…

统计理论 · 数学 2011-08-19 Martin Wendler

There has been recent interest in the conditional central limit question for (strictly) stationary, ergodic processes $...,X_{-1},X_0,X_1,...$ whose partial sums $S_n=X_1+...+X_n$ are of the form $S_n=M_n+R_n$, where $M_n$ is a square…

概率论 · 数学 2008-01-03 Ou Zhao , Michael Woodroofe

Let $\{(X_t)_{t\geq 0}, \mathbb{P}_{\delta_x}, x\in E\}$ be a supercritical branching Markov process (which is not necessary symmetric) on a locally compact metric measure space $(E,\mu)$ with spatially dependent local branching mechanism.…

概率论 · 数学 2025-12-12 Haojie Hou , Yan-Xia Ren , Renming Song

The law of the iterated logarithm (LIL) for the time-homogeneous Markov process with a unique invariant measure characterizes the almost sure maximum possible fluctuation of time averages around the ergodic limit. Whether a numerical…

数值分析 · 数学 2025-11-10 Chuchu Chen , Xinyu Chen , Jialin Hong

Three versions of the Weak Law of Large Numbers are proposed for weakly dependent and generally speaking non-equally distributed random variables, with finite or possibly infinite expectations.

概率论 · 数学 2025-10-07 Alina Akhmiarova , Alexander Veretennikov

We establish strong invariance principles for sums of stationary and ergodic processes with nearly optimal bounds. Applications to linear and some nonlinear processes are discussed. Strong laws of large numbers and laws of the iterated…

概率论 · 数学 2011-11-10 Wei Biao Wu

Distributive laws are a standard way of combining two monads, providing a compositional approach for reasoning about computational effects in semantics. Situations where no such law exists can sometimes be handled by weakening the notion of…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Alexandre Goy

We prove distributional limit theorems and one-sided laws of the iterated logarithm for a class of positive, mixing, stationary, stochastic processes which contains those obtained from non-integrable observables over certain piecewise…

动力系统 · 数学 2016-08-03 Jon. Aaronson , Roland Zweimüller

Inference for partially observed Markov process models has been a longstanding methodological challenge with many scientific and engineering applications. Iterated filtering algorithms maximize the likelihood function for partially observed…

统计理论 · 数学 2012-11-26 Edward L. Ionides , Anindya Bhadra , Yves Atchadé , Aaron King