activity
20042025
most citedSharp asymptotics of the functional quantization problem for Gaussian processes

61 citations · 184 across the 14 of their papers we have counts for

collaborators

15 papers

math.PR2025

Locally optimal Functional Quantization

Harald Luschgy, Gilles Pagès

In this note we demonstrate that locally optimal functional quantizers for probability distributions on a Banach space lying in the support of behave exactly like globally opti…

math.PR2024

The nonexplosive solution of explosive autoregressions

Erich Häusler, Harald Luschgy

We establish several features of the stationary solution of purely explosive autoregressions of order d based on nonstandard initial values.

math.PR2024

On stable central limit theorems for multivariate discrete-time martingales

Erich Häusler, Harald Luschgy

We provide a systematic approach to stable central limit theorems for d-dimensional martingale difference arrays and martingale difference sequences. The conditions imposed are str…

math.PR2020

New approach to greedy vector quantization

Rancy El Nmeir, Harald Luschgy, Gilles Pagès

We extend some rate of convergence results of greedy quantization sequences already investigated in arXiv:1409.0732 [math.PR]. We show, for a more general class of distributions sa…

math.PR2014

Greedy vector quantization

Harald Luschgy, Gilles Pagès

We investigate the greedy version of the -optimal vector quantization problem for an -valued random vector . We show the existence of a sequence $(a_…

math.PR2010★ 28 cited

The local quantization behavior of absolutely continuous probabilities

Siegfried Graf, Harald Luschgy, Gilles Pagès

For a large class of absolutely continuous probabilities it is shown that, for , for -optimal -codebooks , and any Voronoi partition with respect…

math.PR2009★ 25 cited

Expansions for Gaussian processes and Parseval frames

Harald Luschgy, Gilles Pagès

We derive a precise link between series expansions of Gaussian random vectors in a Banach space and Parseval frames in their reproducing kernel Hilbert space. The results are appli…

math.PR2008★ 18 cited

Asymptotically optimal quantization schemes for Gaussian processes

Harald Luschgy, Gilles Pagès, Benedikt Wilbertz

We describe quantization designs which lead to asymptotically and order optimal functional quantizers. Regular variation of the eigenvalues of the covariance operator plays a cruci…

math.PR2006★ 1 cited

Moment estimates for Lévy Processes

Harald Luschgy, Gilles Pagès

For real Lévy processes having no Brownian component with Blumenthal-Getoor index , the estimate $\E \sup\_{s \leq t} | X\_s - a\_p s |^p \leq C\_p t$ for e…

math.PR2006

Distortion mismatch in the quantization of probability measures

Siegried Graf, Harald Luschgy, Gilles Pagès

We elucidate the asymptotics of the L^s-quantization error induced by a sequence of L^r-optimal n-quantizers of a probability distribution P on R^d when s>r. In particular we show…

math.PR2006★ 36 cited

Functional quantization rate and mean regularity of processes with an application to Lévy processes

Harald Luschgy, Gilles Pagès

We investigate the connections between the mean pathwise regularity of stochastic processes and their L^r(P)-functional quantization rates as random variables taking values in some…

math.PR2005★ 14 cited

High-resolution product quantization for Gaussian processes under sup-norm distortion

Harald Luschgy, Gilles Pagès

We derive high-resolution upper bounds for optimal product quantization of pathwise contionuous Gaussian processes respective to the supremum norm on [0,T]^d. Moreover, we describe…

math.PR2005★ 1 cited

Optimal quantizers for Radon random vectors in a Banach space

Siegried Graf, Harald Luschgy, Pagès Gilles

For every integer n and evrery positive real number r > 0 and a Radon random vector X with values in a Banach space E, let e\_{n,r}(X,E) = inf{(E (\min\_{a \in α} || X-a ||^r)^{1/r…

math.PR2005

Functional quantization and metric entropy for Riemann-Liouville processes

Harald Luschgy, Gilles Pagès

We derive a high-resolution formula for the -quantization errors of Riemann-Liouville processes and the sharp Kolmogorov entropy asymptotics for related Sobolev balls. We desc…

math.PR2004★ 61 cited

Sharp asymptotics of the functional quantization problem for Gaussian processes

Harald Luschgy, Gilles Pages

The sharp asymptotics for the L^2-quantization errors of Gaussian measures on a Hilbert space and, in particular, for Gaussian processes is derived. The condition imposed is regula…