Adaptive estimation of the density matrix in quantum homodyne tomography with noisy data
Peyré, Gabriel; Meziani, Katia; Alquier, Pierre (2013), Adaptive estimation of the density matrix in quantum homodyne tomography with noisy data, Inverse Problems, 29, 7. http://dx.doi.org/10.1088/0266-5611/29/7/075017
Type
Article accepté pour publication ou publiéExternal document link
http://fr.arxiv.org/abs/1301.7644Date
2013Journal name
Inverse ProblemsVolume
29Number
7Publisher
IOP
Publication identifier
Metadata
Show full item recordAbstract (EN)
In the framework of noisy quantum homodyne tomography with efficiency parameter 1/2 < η ≤ 1, we propose a novel estimator of a quantum state whose density matrix elements ρm, n decrease like $C{\rm e}^{-B(m+n)^{ r/ 2}}$, for fixed C ≥ 1, B > 0 and 0 < r ≤ 2. In contrast to previous works, we focus on the case where r, C and B are unknown. The procedure estimates the matrix coefficients by a projection method on the pattern functions, and then by soft-thresholding the estimated coefficients. We prove that under the $\mathbb {L}_2$-loss our procedure is adaptive rate-optimal, in the sense that it achieves the same rate of convergence as the best possible procedure relying on the knowledge of (r, B, C). Finite sample behaviour of our adaptive procedure is explored through numerical experiments.Subjects / Keywords
Wigner function; Radon transform; Thresholded estimato; Quantum homodyne tomography; Projection estimator,; Pattern functions; Non-parametric estimation; Invers problem; L 2 Risk; aussian noise; Density matrix,; Adaptive estimation,Related items
Showing items related by title and author.
-
Lounici, Karim; Meziani, Katia; Peyré, Gabriel (2018) Article accepté pour publication ou publié
-
Meziani, Katia; Hebiri, Mohamed; Butucea, Cristina; Alquier, Pierre (2013) Article accepté pour publication ou publié
-
Naulet, Zacharie; Barat, Éric (2017) Article accepté pour publication ou publié
-
Deledalle, Charles-Alban; Vaiter, Samuel; Peyré, Gabriel; Fadili, Jalal; Dossal, Charles (2012) Communication / Conférence
-
Rubenthaler, Sylvain; Jacob, Pierre E.; Doucet, Arnaud (2013) Document de travail / Working paper