Statistical physics of inference: Thresholds and algorithms

L Zdeborová, F Krzakala - Advances in Physics, 2016 - Taylor & Francis
Many questions of fundamental interest in today's science can be formulated as inference
problems: some partial, or noisy, observations are performed over a set of variables and the …

[图书][B] Statistical physics of spin glasses and information processing: an introduction

H Nishimori - 2001 - books.google.com
Spin glasses are magnetic materials. Statistical mechanics, a subfield of physics, has been a
powerful tool to theoretically analyze various unique properties of spin glasses. This book is …

[图书][B] Statistical mechanics of learning

A Engel - 2001 - books.google.com
Learning is one of the things that humans do naturally, and it has always been a challenge
for us to understand the process. Nowadays this challenge has another dimension as we try …

A statistical-mechanics approach to large-system analysis of CDMA multiuser detectors

T Tanaka - IEEE Transactions on Information theory, 2002 - ieeexplore.ieee.org
We present a theory, based on statistical mechanics, to evaluate analytically the
performance of uncoded, fully synchronous, randomly spread code-division multiple-access …

Statistical mechanics of low-density parity-check codes

Y Kabashima, D Saad - Journal of Physics A: Mathematical and …, 2004 - iopscience.iop.org
We review recent theoretical progress on the statistical mechanics of error correcting codes,
focusing on low-density parity-check (LDPC) codes in general, and on Gallager and MacKay …

Statistical-mechanical approach to image processing

K Tanaka - Journal of Physics A: Mathematical and General, 2002 - iopscience.iop.org
The basic frameworks and techniques of the Bayesian approach to image restoration are
reviewed from the statistical-mechanical point of view. First, a few basic notions in digital …

[HTML][HTML] Image restoration for confocal microscopy: improving the limits of deconvolution, with application to the visualization of the mammalian hearing organ

JB De Monvel, S Le Calvez, M Ulfendahl - Biophysical Journal, 2001 - cell.com
Deconvolution algorithms have proven very effective in conventional (wide-field)
fluorescence microscopy. Their application to confocal microscopy is hampered, in …

Replica symmetry breaking in random non-Hermitian systems

AM García-García, Y Jia, D Rosa, JJM Verbaarschot - Physical Review D, 2022 - APS
Recent studies have revealed intriguing similarities between the contribution of wormholes
to the gravitational path integral and the phenomenon of replica symmetry breaking …

Analysis of CDMA systems that are characterized by eigenvalue spectrum

K Takeda, S Uda, Y Kabashima - Europhysics Letters, 2006 - iopscience.iop.org
An approach to analyze the performance of the code division multiple access (CDMA)
scheme, which is a core technology used in modern wireless communication systems, is …

Digital quantum simulation of the statistical mechanics of a frustrated magnet

J Zhang, MH Yung, R Laflamme… - Nature …, 2012 - nature.com
Many problems of interest in physics, chemistry and computer science are equivalent to
problems defined on systems of interacting spins. However, most such problems require …