Denoising, deconvolving, and decomposing photon observations

Maximuma posterioriestimates in linear inverse problems with log-concave priors are proper Bayes estimators

(2014) Martin Burger et al.   INVERSE PROBLEMS

Estimation of probability densities using scale-free field theories

(2014) Justin B. Kinney   PHYSICAL REVIEW E

NIFTY – Numerical Information Field Theory

(2013) M. Selig et al.   ASTRONOMY & ASTROPHYSICS

METHODS FOR BAYESIAN POWER SPECTRUM INFERENCE WITH GALAXY SURVEYS

(2013) Jens Jasche et al.   ASTROPHYSICAL JOURNAL

Novel techniques for decomposing diffuse backgrounds

(2013) Brandon S. Hensley et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Reconstruction of Gaussian and log-normal fields with spectral smoothness

(2013) Niels Oppermann et al.   PHYSICAL REVIEW E

Simultaneous analysis of large INTEGRAL/SPI11Based on observations with INTEGRAL, an ESA project with instruments and science data center funded by ESA member states (especially the PI countries: Denmark, France, Germany, Italy, Spain, and Switzerland), Czech Republic and Poland with participation of Russia and the USA. datasets: Optimizing the computation of the solution and its variance using sparse matrix algorithms

(2013) L. Bouchet et al.   Astronomy and Computing

Multichannel Poisson denoising and deconvolution on the sphere: application to theFermiGamma-ray Space Telescope

(2012) J. Schmitt et al.   ASTRONOMY & ASTROPHYSICS

PowellSnakes II: a fast Bayesian approach to discrete object detection in multi-frequency astronomical data sets

(2012) Pedro Carvalho et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

The scale of the problem: recovering images of reionization with Generalized Morphological Component Analysis

(2012) Emma Chapman et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Reply to “Comment on ‘Inference with minimal Gibbs free energy in information field theory’ ”

(2012) Torsten A. Enßlin et al.   PHYSICAL REVIEW E

Comment on “Inference with minimal Gibbs free energy in information field theory”

(2012) D. Iatsenko et al.   PHYSICAL REVIEW E

Improving stochastic estimates with inference methods: Calculating matrix diagonals

(2012) Marco Selig et al.   PHYSICAL REVIEW E

Planckearly results. VII. The Early Release Compact Source Catalogue

(2011) et al.   ASTRONOMY & ASTROPHYSICS

A multi-scale multi-frequency deconvolution algorithm for synthesis imaging in radio interferometry

(2011) U. Rau et al.   ASTRONOMY & ASTROPHYSICS

STATISTICS OF GAMMA-RAY POINT SOURCES BELOW THEFERMIDETECTION LIMIT

(2011) Dmitry Malyshev et al.   ASTROPHYSICAL JOURNAL

Reconstruction of signals with unknown spectra in information field theory with parameter uncertainty

(2011) Torsten A. Enßlin et al.   PHYSICAL REVIEW D

Poisson denoising on the sphere: application to theFermigamma ray space telescope

(2010) J. Schmitt et al.   ASTRONOMY & ASTROPHYSICS

Restoration of Poissonian Images Using Alternating Direction Optimization

(2010) M A T Figueiredo et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Fast Hamiltonian sampling for large-scale structure inference

(2010) Jens Jasche et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Bayesian power-spectrum inference for large-scale structure data

(2010) Jens Jasche et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Information field theory for cosmological perturbation reconstruction and nonlinear signal analysis

(2010) Torsten A. Enßlin et al.   PHYSICAL REVIEW D

Inference with minimal Gibbs free energy in information field theory

(2010) Torsten A. Enßlin et al.   PHYSICAL REVIEW E

Why are Nonlinear Fits to Data so Challenging?

(2010) Mark K. Transtrum et al.   PHYSICAL REVIEW LETTERS

A Proximal Iteration for Deconvolving Poisson Noisy Images Using Sparse Representations

(2009) F.-X. Dupe et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

A fast Bayesian approach to discrete object detection in astronomical data sets - PowellSnakes I

(2009) Pedro Carvalho et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Background-source separation in astronomical images with Bayesian probability theory - I. The method

(2009) F. Guglielmetti et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Multiscale CLEAN Deconvolution of Radio Synthesis Images

(2008) Tim J. Cornwell   IEEE Journal of Selected Topics in Signal Processing