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Last edited on
Apr 18, 2024 by JJ
.
Thesis:
Master in Mathematics

Author:
Henning Stein

Title:
Local asymptotic equivalence of pure states ensembles and quantum Gaussian white noise

Supervisor:
Jan JOHANNES

Abstract:
The purpose of this thesis is twofold. Firstly, its aim is to serve as a starting point for beginners in quantum theory and introduce the fundamental quantum statistical concepts in a compact and concise manner. As such, in the first half, we present the main notions of quantum statistic that consist of the thoeretical physical definitions and their statistical application. Here, we try to highlight both the parallels and differences of this theory to the classical case. Secondly, we will apply these definitions to proof a local asymptotic equivalence of a quantum i.i.d. and a quantum Gaussian white noise model, that are both counterparts of the classical nonparametric models. We will use this result to proof minimax rates for the estimation of pure states and the estimation of a quadratic functional as well as proving a parametric rate in the nonparametric testing problem for a pure state in a Hermite-Sobolev-class.

Reference:
C. Butucea, M. Guță, et M. Nussbaum Local asymptotic equivalence of pure states ensembles and quantum gaussian white noise, The Annals of Statistics, 46(6B):3676-3706 2018