Astro Publications

PROJECTS

Euclid Papers

Weak Lensing:

B. Remy, F. Lanusse, N. Jeffrey, J. Liu, J-L Starck, K. Osato, T. Schrabback, "Probabilistic Mass Mapping with Neural Score Estimation", Astronomy and Astrophysics, in press, 2023.
D.Z. Liu et al, "Potential scientific synergies in weak lensing studies between the CSST and Euclid space probes", Astronomy and Astrophysics, 669, id.A128, 2023.
B. Remy, F. Lanusse and J-L Starck, "Towards solving model bias in cosmic shear forward modeling", Machine Learning and the Physical Sciences Workshop, NeurIPS, 2022.
A. Guinot et al, "ShapePipe: a new shape measurement pipeline and weak-lensing application to UNIONS/CFIS data", 664, A141, Astronomy and Astrophysics, 2022.
F. Nammour et al, "ShapeNet: Shape Constraint for Galaxy Image Deconvolution", Astronomy and Astrophysics, 663, id.A692022, 2022.
N. Jeffrey et al, "Dark Energy Survey Year 3 results: curved-sky weak lensing mass map reconstruction", Monthly Notices of the Royal Astronomical Society, 505, 3, pp.4626-4645, 2021.
V. Ajani, J.-L. Starck and V. Pettorino, "Starlet l1-norm for weak lensing cosmology", Astronomy and Astrophysics, 645, L11, 2021. doi: 10.1051/0004-6361/202039988.
J.-L. Starck , K.E. Themelis, N. Jeffrey, A. Peel and F. Lanusse, "Weak lensing mass reconstruction using sparsity and a Gaussian random field”, Astronomy and Astrophysics, 649, A99, 2021.
T. Liaudat, "Multi-CCD Point Spread Function Modelling", Astronomy and Astrophysics, 646, id.A27, 18 pp, 2021.
B. Remy, F. Lanusse, Z. Ramzi, J. Liu, N. Jeffrey, J.-L. Starck, "Probabilistic Mapping of Dark Matter by Neural Score Matching", NeurIPS 2019 Machine Learning and the Physical Sciences, 2020.
V. Ajani, A. Peel, V. Pettorino, J.-L. Starck, Z. Li, J. Liu, "Constraining neutrino masses with weak-lensing starlet peak counts", Physical Review D, 102, 10, id.103531, 2020.
M.A. Schmitz, J.-L. Starck, F.M. Ngolè et al, "Euclid Point Spread Function field recovery through interpolation on a Graph Laplacian", Astronomy and Astrophysics, 636, id.A78, pp 18, 2020.
N. Jeffrey, F. Lanusse, O. Lahav, J.-L. Starck, "Deep learning dark matter map reconstructions from DES SV weak lensing data", Monthly Notices of the Royal Astronomical Society, 492, 4, p.5023-5029, 2020. doi: 10.1093/mnras/staa127
N. Jeffrey, F. B. Abdalla, O. Lahav, F. Lanusse, J.-L. Starck, A. Leonard, Improving Weak Lensing Mass Map Reconstructions using Gaussian and Sparsity Priors: Application to DES SV, Monthly Notices of the Royal Astronomical Society, 479, 3, pp 2871-2888, 2018. DOI: 10.1093/mnras/sty1252
A. Peel, F. Lanusse and J.-L. Starck, "Sparse reconstruction of the merging A520 cluster system", Astrophysical Journal, 847, 1, article id. 23, pp13, 2017. DOI: 10.3847/1538-4357/aa850d
F.M. Ngolè Mboula, and J.-L. Starck, "PSFs field learning based on Optimal Transport distances", SIAM Journal on Imaging Sciences, 10, 3, pp. 979-1004, 2017. DOI: 10.1137/16M1093677.
A. Peel, C.-A. Lin, F. Lanusse, A. Leonard, J.-L. Starck, and M. Kilbinger, "Cosmological constraints with weak lensing peak counts and second-order statistics in a large-field survey", Astronomy and Astrophysics, 599, id.A79. pp2, 2017.
F. M. Ngolè Mboula, J.-L. Starck, K. Okomura, J. Amiaux, P. Hudelot. "Constraint matrix factorization for space variant PSFs field restoration", Inverse Problems, 32, 12, 2016.
Lanusse, J.-L. Starck, A. Leonard, S. Pires, "High Resolution Weak Lensing Mass-Mapping Combining Shear and Flexion", Astronomy and Astrophysics, 591, id.A2, 19 pp, 2016.
A. Leonard, F. Lanusse and J.-L. Starck, "Weak lensing reconstructions in 2D & 3D: implications for cluster studies", Astronomy and Astrophysics, MNRAS, 449, 1146–1157, 2015.
R. Mandelbaum et al, "GREAT3 results I: systematic errors in shear estimation and the impact of real galaxy morphology", MNRAS, 450, 3, 2015.
F.M. Mboula , J.-L. Starck, S. Ronayette, K. Okumura and J. Amiaux, "Super-resolution method using sparse regularization for point-spread function recovery", Astronomy and Astrophysics, 575, id.A86, 2015.
A. Leonard, F. Lanusse and J.-L. Starck, "GLIMPSE: Accurate 3D weak lensing reconstructions using sparsity", MNRAS , 440, 2, 2014.
A. Leonard, J.-L. Starck, S. Pires , F.-X Dupe, Exploring the Components of the Universe Through Higher-Order Weak Lensing Statistics, Open Questions in Cosmology, Gonzalo J. Olmo (Ed.), ISBN: 978-953-51-0880-1, InTech, DOI: 10.5772/51871, 2012.
S. Pires, A. Leonard, J.-L. Starck, "Cosmological Parameters Constraint from Weak Lensing Data", MNRAS, 423, pp 983-992, 2012.
A. Leonard, S. Pires, J.-L. Starck, "Fast Calculation of the Weak Lensing Aperture Mass Statistic", MNRAS, 423, pp 3405-3412, 2012.
A. Leonard, F.X. Dupe, and J.-L. Starck, "A Compressed Sensing Approach to 3D Weak Lensing" , Astronomy and Astrophysics , 539, A85, 2012.
E. Deriaz, J.-L. Starck, and S. Pires, "Wavelet Helmholtz decomposition for Weak Lensing mass map reconstruction" , 534, A34, 2012.
R. Laureijs et al, "Euclid Definition Study Report", arXiv:1110.3193, 2011.
S. Pires, J.-L. Starck, A. Amara, A. Refregier and R. Teyssier, , "Cosmological models discrimination with Weak Lensing", Astronomy and Astrophysics, pp 969-979, 2009.
S. Pires, J.-L. Starck and A. Refregier, "Light on Dark Matter with Weak Gravitational Lensing", IEEE Signal Processing Magazine, 27, 1, pp 76--85, 2010.
S. Pires, J.-L. Starck, A. Amara, A. Refregier and R. Teyssier, , "Cosmological models discrimination with Weak Lensing", Astronomy and Astrophysics, pp 969-979, 2009.
L. Perotto, J. Bobin, S. Plaszczynski, J.-L. Starck and A. Lavabre "Reconstruction of the CMB lensing for Planck" , Astronomy and Astrophysics , in press, 2010.
S. Pires, J.-L. Starck, A. Amara, A., R. Teyssier, A. Refregier and J. Fadili, "FASTLens (FAst STatistics for weak Lensing) : Fast method for Weak Lensing Statistics and map making", Monthly Notices of the Royal Astronomical Society (MNRAS) , 395, 3, pp. 1265-1279, 2009.
R. Massey et al, Maps of the Universe's Dark Matter scaffolding" , Nature , 445, 286 - 290, 2007.
J.-L. Starck, S. Pires, and A. Refregier, "Weak Lensing Mass Reconstruction using Wavelets", pp.1139-1150, 451, 3, Astronomy and Astrophysics, 2006.

Strong Lensing:

A. Galan, Aymeric, G. Vernardos, A. Peel, F. Courbin and J.-L. Starck, "Using wavelets to capture deviations from smoothness in galaxy-scale strong lenses", Astronomy and Astrophysics, 668, A155, 2022.
A. Galan, A. Peel, R. Joseph, F. Courbin and J.-L. Starck, "SLITronomy: towards a fully wavelet-based strong lensing inversion technique", Astronomy and Astrophysics, 647, A176, 2021.
R. Joseph, F. Courbin, J.-L. Starck and S. Birrer "Sparse Lens Inversion Technique (SLIT): lens and source separability from linear inversion of the source reconstruction problem",Astronomy and Astrophysics, 623, id.A14, 18, 2019.
R. Joseph, F. Courbin, J.-L. Starck, "Multi-band morpho-Spectral Component Analysis Deblending Tool (MuSCADeT): Deblending colourful objects", Astronomy and Astrophysics, 589, id.A2, pp 10, 2016.

BAO/Spatial Distribution of Galaxies/Clusters :

E. Sellentin and J.-L. Starck , "Debiasing inference with approximate covariance matrices and other unidentified biases", Journal of Cosmology and Astroparticle Physics, 08, id. 021, 2019.
F.Valentino et al, "A giant Ly-alpha nebula in the core of an X-ray cluster at z=1.99: implications for early energy injection", The Astrophysical Journal, 829, 1, id. 53, pp 18, 2016.
F. Lanusse, A. Rasat, and J.-L. Starck, "3D Galaxy Clustering with Future Wide-Field Surveys: Advantages of a Spherical Fourier-Bessel analysis,Astronomy and Astrophysics, 578, id.A10, 2015.
P. Paykari, S. Pires, J.-L Starck, and A.H. Jaffe, "Sparsely Sampling the Sky: Regular vs Random Sampling", Astronomy and Astrophysics,581, id.A113, pp 6 , 2015.
D. Machado, A. Leonard, J-L. Starck, and F. Abdalla, "Darth Fader: Using wavelets to obtain accurate redshifts of spectra at very low signal-to-noise", Astronomy and Astrophysics , 560, id.A83, pp 20, 2013.
A. Labatie, J.-L. Starck, and M. Lachieze-Rey, "Effect of model-dependent covariance matrix for studying Baryon Acoustic Oscillations", Astrophycical Journal , 760, 2, id. 97, pp. 13, 2012.
A. Labatie, J.-L. Starck, and M. Lachieze-Rey, "Detecting Baryon Acoustic Oscillations", Astrophycical Journal , 746, 2, id172, , 2012.
A. Labatie, J.-L. Starck, M. Lachieze-Rey, P. Arnalte-Mur, "Uncertainty in 2-point correlation function estimators and BAO detection in SDSS DR7", Statistical Methodology, 9, 85--100, 2012.
P. Arnalte-Mur, A. Labatie, N. Clerc, V.J. Martinez, J.-L. Starck, M. Lachieze-Rey, E. Saar and S. Paredes, "Wavelet detection of Baryon Acoustic Structures in the galaxy distribution" , Astronomy and Astrophysics , 542, id.A34, pp 11, 2012
J.B. Melin et al, "A comparison of algorithms for the construction of SZ cluster catalogues", Astronomy and Astrophysics , 548, A51, pp 13, 2012.
B. Leistedt, A. Rassat, A. Refregier, and J.-L. Starck, "3DEX: a code for Fast Fourier-Bessel Decomposition of Spherical 3D Surveys" , Astronomy and Astrophysics , 540, A60, 2012.
A. Labatie, J.-L. Starck and M. Lachieze-Rey, "Statistical Study of the Galaxy Distribution", Advances in Modern Cosmology, Adnan Ghribi (Ed.), ISBN: 978-953-307-423-8, InTech, 2011.
F. -X Dupe, A. Rassat, A., J.-L. Starck, M.J. Fadili, "Measuring the Integrated Sachs-Wolfe Effect", Astronomy and Astrophysics , 534, A51+, 2011.
M. Einasto et al, Toward Understanding Rich Superclusters, The Astrophysical Journal , Vol 685, No 1, pp. 83-104, 2008.
M. Einasto et al, "The richest superclusters. I. Morphology " , A&A, 476, pp 697--711, 2007.
E. Saar, V. martinez, J.-L. Starck and D. Donoho, "Multi-scale morphology of the galaxy distribution", Monthly Notices of the Royal Astronomical Society (MNRAS) , 374, 1030-1044, 2007.
J.-L. Starck, V.J. Martinez and E. Saar, "Multiscale Geometric Analysis of the 2DF Data" , in Statistical Problems in Particle Physics, Astrophysics and Cosmology , edited by L. Lions and M. Karagoz Unel, Published by Imperial College Press, ISBN 1-86094-649-6, pp 219--228, 2006.
V. Martinez, J.-L. Starck, E. Saar, D.L. Donoho, P. de la Cruz, S. Paredes and S. Reynolds, "Morphology of the Galaxy Distribution from Wavelet Denoising", Astrophysical Journal, 634, pp 744--755, 2005.
J.-L. Starck, V.J. Martinez, D.L. Donoho, O. Levi, P. Querre, E. Saar, "Analysis of the Spatial Distribution of Galaxies by Multiscale Methods", Eurasip Journal on Applied Signal Processing , 2005, 15, pp 2455-2469, 2005.

Cosmic Microwave Background

J. Bobin, F. Sureau and J.-L. Starck, "CMB reconstruction from the WMAP and Planck PR2 data", Astronomy and Astrophysics, 591, id.A50, 12 pp, 2016.
J. Bobin, F. Sureau and J.-L. Starck, "Polarized CMB recovery with sparse component separation", Astronomy and Astrophysics, 583, id.A92, pp 12, 2015.
F. Lanusse, P. Paykari, J.-L. Starck, F. Sureau, J. Bobin, A, Rassat, PRISM: Recovery of the primordial spectrum from Planck data. Astronomy and Astrophysics, 571, id.L1, 2014.
A. Rassat, J-L. Starck, P. Paykari, F. Sureau and J. Bobin, "Planck CMB Anomalies: Astrophysical and Cosmological Foregrounds and the Curse of Masking", Journal of Cosmology and Astroparticle Physics , 08, id. 006, 2014.
J. Bobin, F. Sureau, J.-L. Starck, A. Rassat and P. Paykari, "Joint Planck and WMAP CMB Map Reconstruction", Astronomy and Astrophysics , 563, id.A105, 2014.
P. Paykari, F. Lanusse and J.-L. Starck, "PRISM: Sparse recovery of the primordial spectrum", Astronomy and Astrophysics , 566, id.A77, 2014.
F. Sureau, J. -L. Starck, J. Bobin, P. Paykari and A. Rassat, "Sparse point source removal for full sky CMB experiments: application to WMAP 9-year", Astronomy and Astrophysics , 566, id.A100, 2014.
A. Rassat and J-L. Starck, "On Preferred Axes in WMAP Cosmic Microwave Background Data after Subtraction of the Integrated Sachs-Wolfe Effect", Astronomy and Astrophysics , 557, id.L1, pp 7, 2013.
A. Rassat, J-L. Starck, and F.X. Dupe, "Removal of two large scale Cosmic Microwave Background anomalies after subtraction of the Integrated Sachs Wolfe effect", Astronomy and Astrophysics , 557, id.A32, pp 15, 2013.
J. Bobin, F. Sureau, P. Paykari, A. Rassat, S. Basak and J.-L. Starck, "WMAP 9-year CMB estimation using sparsity", Astronomy and Astrophysics , 553, L4, pp 10, 2013.
J.-L. Starck, D.L. Donoho, M.J. Fadili and A. Rassat, "Sparsity and the Bayesian Perspective", Astronomy and Astrophysics , 552, A133, 2013.
J.-L. Starck, A. Rassat, and M.J. Fadili, "Low-l CMB Analysis and Inpainting", Astronomy and Astrophysics , 550, A15, 2013.
J. Bobin, J.-L. Starck, F. Sureau and S. Basak, "Sparse component separation for accurate CMB map estimation" , Astronomy and Astrophysics , 550, A73, 2013.
E. Chapman et al , "The Scale of the Problem : Recovering Images of Reionization with GMCA", MNRAS, 429, pp 165-176, 2013
P. Paykari and J.-L. Starck, "Cosmic Microwave Background Data Analysis", in Advances in Machine Learning and Data Mining for Astronomy, CRC Press, Taylor & Francis Group, Eds.: Michael J. Way, Jeffrey D. Scargle, Kamal M. Ali, Ashok N. Srivastava, p. 55-87, 2012.
P. Paykari, J.L. Starck, and J. Fadili, "True CMB Power Spectrum Estimation", Astronomy and Astrophysics , 541, A74, 2012.
J. Bobin, J.-L. Starck, F. Sureau, and J. Fadili, "CMB map restoration", Advances in Astronomy , 2012, Id703217, 2012.
P. Paykari and J.-L. Starck, "Cosmic Microwave Background Data Analysis", in Advances in Machine Learning and Data Mining for Astronomy, CRC Press, Taylor & Francis Group, Eds.: Michael J. Way, Jeffrey D. Scargle, Kamal M. Ali, Ashok N. Srivastava, p. 55-87, 2012.
S. Plaszczynski, A. Lavabre, L. Perotto, J-L Starck, "An hybrid approach to CMB lensing reconstruction on all-sky intensity maps", Astronomy and Astrophysics , 544, A27, 2012.
F. -X Dupe, A. Rassat, A., J.-L. Starck, M.J. Fadili, "Measuring the Integrated Sachs-Wolfe Effect", Astronomy and Astrophysics , 534, A51+, 2011.
L. Perotto, J. Bobin, S. Plaszczynski, J.-L. Starck and A. Lavabre "Reconstruction of the CMB lensing for Planck" , Astronomy and Astrophysics , Astronomy and Astrophysics, 5109 A4, 2010.
J.-L. Starck, Y. Moudden and J. Bobin, "Polarized Wavelets and Curvelets on the Sphere", Astronomy and Astrophysics, 497, pp 931--943, 2009.
P. Abrial, Y. Moudden, J.L. Starck,M.J. Fadili, J. Delabrouille, and M. Nguyen, "CMB Data Analysis and Sparsity" , Statistical Methodology , Vol 5, No 4, pp 289-298, 2008.
J. Bobin, Y. Moudden,J.-L. Starck, M.J. Fadili, and N. Aghanim, "SZ and CMB reconstruction using GMCA" , Statistical Methodology , Vol 5, No 4, pp 307-317, 2008.
Y. Moudden, J.-F. Cardoso, J.-L. Starck, J. Delabrouille, "Blind Component Separation in Wavelet Space: Application to CMB Analysis", Eurasip Journal on Applied Signal Processing , 2005, 15 pp 2437-2454, 2005.
J. Jin, J.-L. Starck, D.L. Donoho, N. Aghanim and O. Forni, "Cosmological non-Gaussian Signature Detection: Comparing Performance of Different Statistical Tests", Eurasip Journal on Applied Signal Processing , 2005, 15 pp 2470-2485, 2005.
J.-L. Starck, N. Aghanim and O. Forni, "Detection and discrimination of cosmological non-Gaussian signatures by multi-scale methods" , Astronomy and Astrophysics, 416, 9--17, 2004.

Supernovae :

A. Moller et al, "SNIa detection in the SNLS photometric analysis using Morphological Component Analysis", Journal of Cosmology and Astroparticle Physics, 04, id. 041, 2015.

Aperture Synthesis/Radio-Interferometry:

E. Tolley et al, "Lightweight HI source finding for next generation radio surveys", Astronomy and Computing, 41, id. 100631, 2022.
F. Nammour et al, "ShapeNet: Shape Constraint for Galaxy Image Deconvolution", Astronomy and Astrophysics, 663, id.A692022, 2022.
F. Acero et al, "French SKA White Book - The French Community towards the Square Kilometre Array", arXiv:1712.06950, 2017.
M. Jiang, J. Bobin and J.-L. Starck, "Joint Multichannel Deconvolution and Blind Source Separation", SIAM Journal on Imaging Sciences, 10, 4, pp. 1997-2021, 2017. https://doi.org/10.1137/16M1103713
H. Garsden, J. Girard, J.-L. Starck, S. Corbel, C. Tasse et al, "LOFAR Sparse Image Reconstruction", Astronomy and Astrophysics, 575, A90, 2015.
K. Takahashi et al, "Overview of Complementarity and Synergy with Other Wavelengths in Cosmology in the SKA era", SKA science book ‘Advancing astrophysics with the Square Kilometre Array, 2015.
D.J. Schwarz et al, , "Testing foundations of modern cosmology with SKA all-sky surveys", SKA science book ‘Advancing astrophysics with the Square Kilometre Array, 2015.
E. Chapman, A. Bonaldi, G. Harker, V. Jelic, F. Abdalla, G. Bernardi, J. Bobin, F. Dulwich, B. Mort, M. Santos and J-L.Starck, "Cosmic dawn and Epoch of Reionization foreground removal with the SKA", SKA science book ‘Advancing astrophysics with the Square Kilometre Array, 2015.
P. Cruzalebes, G. Schumacher and J.L. Starck, "Model Independent Mapping by Optical Aperture Synthesis. Basic principles and computer simulation", J. Opt. Soc. Am. A, 9, No 5, 1992.
J.L. Starck, "Analyse en Ondelettes et Imagerie a Haute Resolution Angulaire", Thesis, Universite de Nice - Sophia Antipolis, France, 1992.

PLANCK:

PLANCK papers
J. Bobin, F. Sureau and J.-L. Starck, "CMB reconstruction from the WMAP and Planck PR2 data", Astronomy and Astrophysics, 591, id.A50, 12 pp, 2016.
J.Bobin , J. Rapin, J.L. Starck and A. Larue, Sparsity and adaptivity for the blind separation of partially correlated sources, IEEE Transactions on Signal Processing, vol. 63, issue 5, pp. 1199-1213, 2015.
J. Bobin, F. Sureau and J.-L. Starck, "Polarized CMB recovery with sparse component separation", Astronomy and Astrophysics, 583, id.A92, pp 12, 201
A. Rassat, J-L. Starck, P. Paykari, F. Sureau and J. Bobin, "Planck CMB Anomalies: Astrophysical and Cosmological Foregrounds and the Curse of Masking",Journal of Cosmology and Astroparticle Physics, 08, id. 006, 2014.
P. Paykari, F. Lanusse and J.-L. Starck, "PRISM: Sparse recovery of the primordial spectrum", Astronomy and Astrophysics, 566, id.A77, 2014.
J. Bobin, F. Sureau, J.-L. Starck, A. Rassat and P. Paykari, "Joint Planck and WMAP CMB Map Reconstruction", Astronomy and Astrophysics, 563, id.A105, 2014.
J. Bobin, J.-L. Starck, F. Sureau and S. Basak, "Sparse component separation for accurate CMB map estimation" , Astronomy and Astrophysics , 550, A73, 2013.
J. Bobin, J.-L. Starck, F. Sureau, and J. Fadili, "CMB map restoration", Advances in Astronomy , 2012, Id703217, 2012.
S. Plaszczynski, A. Lavabre, L. Perotto, J-L Starck, "An hybrid approach to CMB lensing reconstruction on all-sky intensity maps", Astronomy and Astrophysics , 544, A27, 2012.

Multiscale Methods :

Z. Ramzi, J. -L. Starck, T. Moreau and P. Ciuciu, "Wavelets in the Deep Learning Era", Journal of Mathematical Imaging and Vision, 1-12., 2022.
V. Ajani, J.-L. Starck and V. Pettorino, "Starlet l1-norm for weak lensing cosmology", Astronomy and Astrophysics, 645, L11, 2021. doi: 10.1051/0004-6361/202039988.
S. Farrens, J.-L. Starck and F.M. Ngolè Mboula "Space variant deconvolution of galaxy survey images", Astronomy and Astrophysics, 601, id.A66, 12 pp, 2017. DOI 10.1137/16M1103713
M. Jiang, J. Bobin and J.-L. Starck, "Joint Multichannel Deconvolution and Blind Source Separation", SIAM Journal on Imaging Sciences, 10, 4, pp. 1997-2021, 2017. https://doi.org/10.1137/16M1103713
J.Bobin, F. Sureau and J.-L. Starck, "Polarized CMB recovery with sparse component separation", Astronomy and Astrophysics, 583, id.A92, pp 12, 2015.
F. Lanusse, J.-L. Starck, A. Woiselle and M.J. Fadili , "3D Sparse Representations", Advances in Imaging and Electron Physics , Advances in Imaging and Electron Physics , Academic Press: Elsevier Inc, pp. 99--204, 2014.
S. Beckouche, J.-L. Starck, G. Peyre and J. Fadili, "Astronomical Image Denoising using Dictionary Learning", Astronomy and Astrophysics , 556, id.A132, pp 14, 2013.
F. Lanusse,A. Rassat,and J.-L. Starck, "Spherical 3D Isotropic Wavelets", Astronomy and Astrophysics , 540, A92, 2012.
J. Schmitt, J.-L. Starck, J. Fadili, S. Digel, Poisson Noise Removal in Spherical Multichannel Images: Application to Fermi Data "Poisson Noise Removal in Spherical Multichannel Images: Application to FERMI Data", in Advances in Machine Learning and Data Mining for Astronomy, CRC Press, Taylor & Francis Group, Eds.: Michael J. Way, Jeffrey D. Scargle, Kamal M. Ali, Ashok N. Srivastava, p. 183-209, 2012.
J.-L. Starck, F. Murtagh, and M. Bertero, "The Starlet Transform in Astronomical Data Processing: Application to Source Detection and Image Deconvolution", Springer, Handbook of Mathematical Methods in Imaging, pp 1489-1531, 2011.
A. Woiselle, J.L. Starck and M.J. Fadili, "3D curvelet transforms and astronomical data restoration", Applied and Computational Harmonic Analysis, Vol. 28, No. 2, pp. 171-188, 2010.
J.-L. Starck and J. Bobin, "Astronomical Data Analysis and Sparsity: from Wavelets to Compressed Sensing" , Proceedings of the IEEE Special Issue on: Applications of Sparse Representation and Compressive Sensing, Vol. 98, No. 6, pp 1021-1030, 2010.
J.-L. Starck, M.J. Fadili, S. Digel , B. Zhang and J. Chiang, "Source Detection Using a 3D Sparse Representation: Application to the Fermi Gamma-ray Space Telescope ", Astronomy and Astrophysics , 504, 2, pp.641-652, 2009.
J.-L. Starck and F. Murtagh, Astronomical Image and Data Analysis , Springer, 2006, second edition. (ISBN-10: 3-540-33024-0; 360-pp. monograph).
J. Bobin, J.-L. Starck, and R. Ottensamer, "Compressed Sensing in Astronomy", IEEE Journal of Selected Topics in Signal Processing , Vol 2, no 5, pp 718--726, 2008.
E. Pantin, J.-L. Starck, and F. Murtagh, "Deconvolution and Blind Deconvolution in Astronomy", in Blind image deconvolution: theory and applications , K. Egiazarian and P. Campisi (Eds), CRC Press, pp 277--317, 2007.
J.-L. Starck, E. Candes, and D.L. Donoho, "Astronomical Image Representation by the Curvelet Tansform" , Astronomy and Astrophysics, 398, 785--800, 2003.
J.-L. Starck and F. Murtagh, Astronomical Image and Data Analysis , Springer, 2002. (ISBN 3-540-42885-2.; 300-pp. monograph).
J.-L. Starck, "Multiscale Methods in Astronomy", Statistical Challenges in Modern Astronomy III, July 18-21, 2001.
J.-L. Starck, R. Siebenmorgen, and R. Gredel, "Spectral Analysis by the Wavelet Transform", Astrophysical Journal, Vol. 482, pp 1011--1020, 1997.
J.-L. Starck and F. Murtagh, "Image restoration with noise suppression using the wavelet transform", Astronomy and Astrophysics, 288, 342-348, 1994.

X-ray surveys:

M.P. Muno, F.K. Baganoff, W.N. Brandt, M.R. Morris and J.L. Starck, "A Catalog of Diffuse X-ray-Emitting Freatures within 20pc of Sgr A: Twenty Pulsar Wind Nebulae" , Astrophysical Journal, ApJ, pp 251--263, 673, 2008.
M. Piere et al, "The XMM-Large Scale Structure catalogue: X-ray sources and associated optical data. Version I" , MNRAS, 382, pp 279-290, 2007.
M.P. Muno, F.K. Baganoff, W.N. Brandt, M.R. Morris and J.L. Starck, "A Catalog of Diffuse X-ray-Emitting Freatures within 20pc of Sgr A: Twenty Pulsar Wind Nebulae" , Astrophysical Journal, ApJ, pp 251--263, 673, 2008.
M. Pierre et al, "The XMM-LSS survey. Survey design and first results", Journal of Cosmology and Astroparticle Physics, 9, pp 11, 2004.
F. Pacaud, et al, "The XMM Large-Scale Structure survey: the X-ray pipeline and survey selection function",, Monthly Notices of the Royal Astronomical Society (MNRAS) , 372, 2, pp. 578-590, 2006.
J.L. Starck, M. Pierre, "Structure Detection in Low Intensity X-Ray Images", Astronomy and Astrophysics, Suppl. Ser. , 128, pp 397--407, 1998.
M. Pierre, and J.L. Starck, "X-ray structures in galaxy cores", Astronomy and Astrophysics , 330, 3, 801--818, 1998.

Infrared Surveys:

D. Elbaz et al, "The reversal of the star formation-density relation in the distant universe" , Astronomy and Astrophysics , 468, pp 33-48, 2007.
R. Siebenmorgen, and all., "First results from the ISOCAM parallel mode", Astronomy and Astrophysics, 315, L169, 1996.
D. Elbaz et al., "Source Counts from 15 micron ISOCAM Deep Surveys", Astronomy and Astrophysics, 351, pp L37-L40, 1999.
H. Aussel, C. Cesarsky, D. Elbaz, and J.L. Starck, "ISOCAM observations of the Hubble Deep Field with the PRETI method", Astronomy and Astrophysics , 342, 313--336, 1999.
J.L. Starck, H. Aussel, D. Elbaz, D. Fadda, C. Cesarsky, "Faint source detection in ISOCAM images" , Astron. Astrophys Suppl. Ser., 138, pp 365--379, 1999.
J.L. Starck, H. Aussel, D. Elbaz, and C. Cesarsky, "Faint Source Detection with ISOCAM using the PRETI method", in Extragalactic Astronomy in the Infrared, Editors G.A. Mamon and Trinh XuÃ¢n ThuÃ¢n and J. TrÃ¢n Thanh VÃ¢n, Editions FrontiÃ¨res, pp 481--486, 1997.

Solar Physics:

K.H. Sato et al, "Inpainting: A powerful interpolation technique for helio- and asteroseismic data", arXiv:1003.5178v2 , 2010.
P. Lambert, S. Pires, J. Ballot, R.A. Garcia, J.-L. Starck and S. Turck-Chieze, "Curvelet analysis of asteroseismic data. I. Method description and application to simulated sun-like stars" , Astronomy and Astrophysics , pp 1021-1027, 454, 2006.

FERMI papers

Infrared Space Observatory (ISO) project:

C.J. Cesarsky and all., "ISOCAM in flight", Astronomy and Astrophysics, 315, L32, 1996.
J.L. Starck, "Data Analysis with ISOCAM", in IR Space Astronomy, today and tomorrow, EDP Sciences - Springer-Verlag Publishers, F. Casoli, J.L. Lequeux, and F. Davids Editors, pp. 63--87, 2000.
A. Claret, H. Dzitko, J. Engelmann, and J.-L. Starck, "Glitch effects in ISOCAM Detectors", Experimental Astronomy, 10, 305--318, 2000.
B. Altieri, L. Metcalfe, J. Blommaert, D., Elbaz, J.-L. Starck, H. Aussel, "Ultimate sensitivity with ISOCAM" , Experimental Astronomy 10, 291-303, 2000.
J.L. Starck, et al, "ISOCAM Data Processing", Astronomy and Astrophysics Suppl. Ser., 134, 135--148 , 1999.
M. Sauvage, and al., "ISOCAM Mapping of the Whirlpool Galaxy", Astronomy and Astrophysics, 315, L89, 1996.
R. Siebenmorgen, J.L. Starck, D.A. Cesarsky, S. Guest, M. Sauvage, "ISOCAM Data Users Manual Version 2.1", ESA Document, Reference: SAI/95-222/Dc.