Large Deviations of Products of Empirical Measures and U-empirical Measures in Strong Topologies
نویسندگان
چکیده
We prove a large deviation principle (LDP) for m-fold products of empirical measures and for U -empirical measures, where the state space (S,S) of the underlying i. i. d. sequence of random variables is an arbitrary measurable space. For this LDP we choose a suitable subset MΦ(S ) of all probability measures on (S,S) and endow it with a topology, which is stronger than the τ -topology and makes the map ν 7→ ∫ Sm f dν continuous even for certain unbounded f . An improved form of a LDP for U and V statistics is obtained as a particular application. Furthermore, we improve the Gibbs conditioning principle for interacting ensembles of particles.
منابع مشابه
Large Deviations for Products of Empirical Measures of Dependent Sequences
We prove large deviation principles (LDP) for m-fold products of empirical measures and for U-empirical measures, where the underlying sequence of random variables is a special Markov chain, an exchangeable sequence, a mixing sequence or an independent, but not identically distributed, sequence. The LDP can be formulated on a subset of all probability measures, endowed with a topology which is ...
متن کاملAn Empirical Comparison of Distance Measures for Multivariate Time Series Clustering
Multivariate time series (MTS) data are ubiquitous in science and daily life, and how to measure their similarity is a core part of MTS analyzing process. Many of the research efforts in this context have focused on proposing novel similarity measures for the underlying data. However, with the countless techniques to estimate similarity between MTS, this field suffers from a lack of comparative...
متن کاملRank-dependent Moderate Deviations of U-empirical Measures in Strong Topologies∗
We prove a rank-dependent moderate deviation principle for Uempirical measures, where the underlying i. i. d. random variables take values in a measurable (not necessarily Polish) space (S,S). The result can be formulated on a suitable subset of all signed measures on (Sm,S⊗m). We endow this space with a topology, which is stronger than the usual τ -topology. A moderate deviation principle for ...
متن کاملLarge Deviations for the Empirical Measures of Reflecting Brownian Motion and Related Constrained Processes in IR+
We consider the large deviations properties of the empirical measure for one dimensional constrained processes, such as reflecting Brownian motion, the M/M/1 queue, and discrete time analogues. Because these processes do not satisfy the strong stability assumptions that are usually assumed when studying the empirical measure, there is significant probability (from the perspective of large devia...
متن کاملEmpirical Bayes Estimators with Uncertainty Measures for NEF-QVF Populations
The paper proposes empirical Bayes (EB) estimators for simultaneous estimation of means in the natural exponential family (NEF) with quadratic variance functions (QVF) models. Morris (1982, 1983a) characterized the NEF-QVF distributions which include among others the binomial, Poisson and normal distributions. In addition to the EB estimators, we provide approximations to the MSE’s of t...
متن کامل