@article{Ammanouil2019,
  year = {2019},
  month = aug,
  publisher = {Oxford University Press ({OUP})},
  volume = {490},
  number = {1},
  pages = {37--49},
  author = {R. Ammanouil and A. Ferrari and D. Mary and C. Ferrari and F. Loi},
  title = {A parallel and automatically tuned algorithm for multispectral image deconvolution},
  journal = {Monthly Notices of the Royal Astronomical Society}
}

@article{Ollier2018,
  year  = {2018},
  month = dec,
  publisher = {Elsevier {BV}},
  volume = {153},
  pages = {348--354},
  author = {V. Ollier and M. N. El Korso and A. Ferrari  and R. Boyer and P. Larzabal},
  title = {Robust distributed calibration of radio interferometers with direction dependent distortions},
  journal = {Signal Processing}
}

@article{Meillier2018,
  year  = {2018},
  month = sep,
  publisher = {Elsevier {BV}},
  volume = {67},
  pages = {149--160},
  author = {C. Meillier and R. Ammanouil and A. Ferrari and P. Bianchi},
  title = {Distribution strategies for very large 3D image deconvolution algorithms},
  journal = {Signal Processing: Image Communication}
}

@article{Nassif2017,
  year  = {2017},
  month = oct,
  volume = {65},
  number = {19},
  pages = {4979--4993},
  author = {R. Nassif and C. Richard and A. Ferrari and A. H. Sayed},
  title = {Diffusion {LMS} for Multitask Problems With Local Linear Equality Constraints},
  journal = {{IEEE} Transactions on Signal Processing}
}

@article{art_ip17,
	Author = {R. Ammanouil and A. Ferrari and C. Richard and S. Mathieu},
	Date-Added = {2017-02-16 13:24:48 +0000},
	Date-Modified = {2017-02-16 13:26:24 +0000},
	Issn = {1057-7149},
	Journal = {IEEE Transactions on Image Processing},
	Month = jan,
	Number = {1},
	Pages = {340-354},
	Title = {Nonlinear Unmixing of Hyperspectral Data With Vector-Valued Kernel Functions},
	Volume = {26},
	Year = {2017},
	Bdsk-Url-1 = {http://dx.doi.org/10.1109/TIP.2016.2627815}}

@article{art_osa16,
	Abstract = {We present a new formulation of a family of proximity operators that generalize the projector step for phase retrieval. These proximity operators for noisy intensity measurements can replace the classical \&\#x201C;noise-free\&\#x201D; projection in any projection-based algorithm. They are derived from a maximum-likelihood formulation and admit closed form solutions for both the Gaussian and the Poisson cases. In addition, we extend these proximity operators to under-sampled intensity measurements. To assess their performance, these operators are exploited in a classical Gerchberg--Saxton algorithm. We present numerical experiments showing that the reconstructed complex amplitudes with these proximity operators always perform better than using the classical intensity projector, while their computational overhead is moderate.},
	Author = {F. Soulez and \'{E}. Thi\'{e}baut and A. Schutz and A. Ferrari and F. Courbin and M. Unser},
	Date-Added = {2017-02-16 13:46:38 +0000},
	Date-Modified = {2017-02-16 13:48:01 +0000},
	Journal = {Applied Optics},
	Month = sep,
	Number = {26},
	Pages = {7412--7421},
	Publisher = {OSA},
	Title = {Proximity operators for phase retrieval},
	Volume = {55},
	Year = {2016},
	Bdsk-Url-1 = {http://ao.osa.org/abstract.cfm?URI=ao-55-26-7412},
	Bdsk-Url-2 = {http://dx.doi.org/10.1364/AO.55.007412}}

We present a new formulation of a family of proximity operators that generalize the projector step for phase retrieval. These proximity operators for noisy intensity measurements can replace the classical “noise-free” projection in any projection-based algorithm. They are derived from a maximum-likelihood formulation and admit closed form solutions for both the Gaussian and the Poisson cases. In addition, we extend these proximity operators to under-sampled intensity measurements. To assess their performance, these operators are exploited in a classical Gerchberg–Saxton algorithm. We present numerical experiments showing that the reconstructed complex amplitudes with these proximity operators always perform better than using the classical intensity projector, while their computational overhead is moderate.

@article{art_sp16,
	Author = {R. Nassif and C. Richard and A. Ferrari and A. H. Sayed},
	Date-Added = {2017-02-16 13:44:45 +0000},
	Date-Modified = {2017-02-16 13:45:28 +0000},
	Journal = {IEEE Transactions on Signal Processing},
	Month = jun,
	Number = {11},
	Pages = {2835-2850},
	Title = {Multitask Diffusion Adaptation Over Asynchronous Networks},
	Volume = {64},
	Year = {2016},
	Bdsk-Url-1 = {http://dx.doi.org/10.1109/TSP.2016.2518991}}

@article{art_sp16_2,
	Author = {R. Nassif and C. Richard and A. Ferrari and A. H. Sayed},
	Date-Added = {2017-02-16 13:39:07 +0000},
	Date-Modified = {2017-02-16 13:40:15 +0000},
	Journal = {IEEE Transactions on Signal Processing},
	Month = dec,
	Number = {23},
	Pages = {6329-6344},
	Title = {Proximal Multitask Learning Over Networks With Sparsity-Inducing Coregularization},
	Volume = {64},
	Year = {2016},
	Bdsk-Url-1 = {http://dx.doi.org/10.1109/TSP.2016.2601282}}

@article{art_aa14,
	Author = {A. Schutz and M. Vannier and D. Mary and A. Ferrari and F. Millour and R. Petrov},
	Date-Added = {2015-02-18 17:44:37 +0000},
	Date-Modified = {2015-02-18 17:46:47 +0000},
	Journal = {Astronomy and Astrophysics},
	Month = may,
	Pages = {1--12},
	Title = {Statistical characterisation of polychromatic absolute and differential squared visibilities obtained from {AMBER/VLTI} instrument},
	Volume = {565},
	Year = {2014}}

@article{art_josa14,
	Author = {Antony Schutz and A. Ferrari and David Mary and F{\'e}rr{\'e}ol Soulez and {\'E}ric Thi{\'e}baut and Martin Vannier},
	Comments = {Accepted, to be published},
	Date-Added = {2015-02-18 12:54:37 +0000},
	Date-Modified = {2015-02-18 12:54:57 +0000},
	Journal = {Journal of the Optical Society of America, A},
	Month = dec,
	Number = {12},
	Pages = {2356--2361},
	Title = {{PAINTER}: a spatio-spectral image reconstruction algorithm for optical interferometry},
	Volume = {31},
	Year = {2014}}

@article{art_sp14,
	Author = {R.F.R. Suleiman and D. Mary and A. Ferrari},
	Date-Added = {2015-02-18 12:49:25 +0000},
	Date-Modified = {2015-02-18 12:52:24 +0000},
	Journal = {IEEE Transactions on Signal Processing},
	Month = nov,
	Number = {22},
	Pages = {5973--5986},
	Title = {Dimension Reduction for Hypothesis Testing in Worst-Case Scenarios},
	Volume = {62},
	Year = {2014}}

@article{art_ip14,
	Author = {R. Ammanouil and A. Ferrari and C. Richard},
	Date-Added = {2015-02-18 12:42:12 +0000},
	Date-Modified = {2015-02-18 12:43:55 +0000},
	Journal = {IEEE Transactions on Image Processing},
	Month = dec,
	Number = {12},
	Pages = {5510--5518},
	Title = {Blind and Fully Constrained Unmixing of Hyperspectral Images},
	Volume = {23},
	Year = {2014}}

@article{art_ba14,
	Author = {Isabelle Smith and A. Ferrari},
	Date-Added = {2015-02-18 11:02:22 +0000},
	Date-Modified = {2015-02-18 11:03:27 +0000},
	Journal = {Bayesian Analysis},
	Month = sep,
	Number = {4},
	Pages = {939--962},
	Title = {Equivalence between the Posterior Distribution of the Likelihood Ratio and a p-value in an Invariant Frame},
	Volume = {9},
	Year = {2014}}

@article{art_sp13,
	Author = {S. Paris and D. Mary and A. Ferrari},
	Date-Added = {2015-02-18 12:44:53 +0000},
	Date-Modified = {2015-02-18 12:49:16 +0000},
	Journal = {IEEE Transactions on Signal Processing},
	Month = jan,
	Number = {6},
	Pages = {1481--1494},
	Title = {Detection Tests Using Sparse Models, With Application to Hyperspectral Data},
	Volume = {61},
	Year = {2013}}

@article{art_ts12,
	Author = {Patrick Flandrin and C{\'e}dric Richard and Pierre-olivier Amblard and Pierre Borgnat and Paul Honeine and Hassan Amoud and A. Ferrari and Jun Xiao and Azadeh Moghtaderi and Pepa Ramirez-Cobo},
	Date-Added = {2015-02-18 12:58:28 +0000},
	Date-Modified = {2015-11-08 12:08:08 +0000},
	Journal = {Traitement du signal},
	Month = aug,
	Number = {6},
	Pages = {691--716},
	Title = {Stationnarit{\'e} Relative et Approches Connexes},
	Volume = {8},
	Year = {2012}}

@article{art_expa11,
	Author = {M. Carbillet and Ph. Bendjoya and L. Abe and G. Guerri and A. Boccaletti and J.-B. Daban and Kj. Dohlen and A. Ferrari and S. Robbe-Dubois and R. Douet and F. Vakili},
	Date-Added = {2010-05-04 09:47:35 +0200},
	Date-Modified = {2015-02-19 14:23:34 +0000},
	Journal = {Experimental Astronomy},
	Month = mar,
	Number = {1},
	Pages = {39--58},
	Title = {Apodized Lyot coronagraph for {SPHERE/VLT}},
	Volume = {30},
	Year = {2011}}

@article{art_ip09,
	Author = {F. Benvenuto and A. Ferrari},
	Date-Added = {2009-11-06 09:45:41 +0100},
	Date-Modified = {2010-11-21 09:21:44 +0100},
	Journal = {Inverse Problems},
	Number = {10},
	Title = {Joint myopic deconvolution},
	Url = {Publi_pdf/art_ip09.pdf},
	Volume = {26},
	Year = {2010},
	Bdsk-Url-1 = {Publi_pdf/art_ip09.pdf}}

@article{art_apj09a,
	Author = {R. Soummer and L. Pueyo and A. Ferrari and C. Aime and A. Sivaramakrishnan and N. Yaitskova},
	Date-Added = {2009-04-02 11:21:33 +0200},
	Date-Modified = {2009-04-02 11:25:06 +0200},
	Journal = {The Astrophysical Journal},
	Pages = {695--706},
	Title = {Apodized pupil {L}yot coronagraphs for arbitrary apertures. II. theoretical properties and application to extremely large telescopes.},
	Url = {Publi_pdf/art_apj09a.pdf},
	Volume = {695},
	Year = {2009},
	Bdsk-Url-1 = {Publi_pdf/art_apj07b.pdf}}

@article{art_apj09b,
	Author = {A. Ferrari and C. Aime and R. Soummer},
	Date-Added = {2009-02-09 09:46:19 +0100},
	Date-Modified = {2011-03-27 14:58:12 +0200},
	Journal = {Journal of the Optical Society of America},
	Number = {1},
	Pages = {218--223},
	Title = {Analytical computation of the {L}yot coronagraph response to an extended source},
	Url = {Publi_pdf/art_apj09b.pdf},
	Volume = {708},
	Year = {2009},
	Bdsk-Url-1 = {Publi_pdf/art_apj09b.pdf}}

@article{art_tsi08,
	Author = {F. Chatelain and A. Ferrari and J.-Y. Tourneret},
	Date-Added = {2008-12-16 17:06:42 +0100},
	Date-Modified = {2011-03-22 10:14:36 +0100},
	Journal = {Traitement du Signal},
	Note = {Traitement du Signal},
	Number = {3},
	Title = {Lois de {P}oisson m{\'e}lang{\'e}es multivari{\'e}es : application {\`a} la d{\'e}tection en pr{\'e}sence de speckles},
	Url = {Publi_pdf/art_tsi08.pdf},
	Year = {2009},
	Bdsk-Url-1 = {Publi_pdf/art_TSI08.pdf}}

@article{art_ieee07,
	Author = {I. Smith and A. Ferrari and M. Carbillet},
	Date-Added = {2008-02-28 09:22:50 +0100},
	Date-Modified = {2009-11-06 10:22:00 +0100},
	Journal = {IEEE Transactions on Signal Processing},
	Month = mar,
	Number = {3},
	Pages = {904--915},
	Title = {Detection of a moving source in speckle noise. Application to exoplanet detection},
	Url = {Publi_pdf/art_ieee07.pdf},
	Volume = {57},
	Year = {2009},
	Bdsk-Url-1 = {Publi_pdf/art_ieee07.pdf}}

@article{art_ip08,
	Author = {F. Benvenuto and A. La Camera and C. Theys and A. Ferrari and H. Lant{\'e}ri and M. Bertero},
	Date-Added = {2008-12-16 16:14:55 +0100},
	Date-Modified = {2008-12-16 16:20:47 +0100},
	Journal = {Inverse Problems},
	Number = {3},
	Pages = {035016 (20pp)},
	Title = {The study of an iterative method for the reconstruction of images corrupted by {P}oisson and {G}aussian noise},
	Url = {Publi_pdf/art_ip08.pdf},
	Volume = {24},
	Year = {2008},
	Bdsk-Url-1 = {Publi_pdf/art_ip08.pdf}}

@article{art_apj07L,
	Author = {R. Soummer and A. Ferrari},
	Date-Added = {2007-02-09 13:37:05 +0100},
	Date-Modified = {2008-02-28 10:04:30 +0100},
	Journal = {The Astrophysical Journal Letters},
	Number = {1},
	Pages = {642--656},
	Title = {Strehl ratio estimation and statistics in adaptive optics images},
	Url = {Publi_pdf/art_apj07L.pdf},
	Volume = {669},
	Year = {2007},
	Bdsk-Url-1 = {Publi_pdf/art_apj07L.pdf}}

@article{art_CRAS07,
	Author = {A. Ferrari and R. Soummer and C. Aime},
	Date-Added = {2006-12-21 17:59:00 +0100},
	Date-Modified = {2008-02-28 10:20:30 +0100},
	Journal = {Comptes Rendus de L'Acad{\'e}mie des Sciences, Physiques},
	Number = {3--4},
	Pages = {277-287},
	Title = {An introduction to stellar coronagraphy},
	Url = {Publi_pdf/art_CRAS07.pdf},
	Volume = {8},
	Year = {2007},
	Bdsk-Url-1 = {Publi_pdf/art_CRAS07.pdf}}

@article{art_apj07b,
	Author = {R. Soummer and A. Ferrari and C. Aime and L. Jolissaint},
	Date-Added = {2006-12-21 17:57:16 +0100},
	Date-Modified = {2008-02-28 10:00:05 +0100},
	Journal = {The Astrophysical Journal},
	Number = {1},
	Pages = {642--656},
	Title = {Speckle noise and dynamic range in coronagraphic images},
	Url = {Publi_pdf/art_apj07b.pdf},
	Volume = {669},
	Year = {2007},
	Bdsk-Url-1 = {Publi_pdf/art_apj07b.pdf}}

@article{art_ieeeip07,
	Author = {F. Chatelain and J.Y. Tourneret and J. Inglada and A. Ferrari},
	Date-Added = {2006-12-20 17:17:27 +0100},
	Date-Modified = {2008-02-28 10:04:44 +0100},
	Journal = {IEEE Transactions on Image Processing},
	Number = {7},
	Pages = {1796--1806},
	Title = {Bivariate {G}amma Distributions for Image Registration and Change Detection},
	Url = {Publi_pdf/art_ieeeip07.pdf},
	Volume = {16},
	Year = {2007},
	Bdsk-Url-1 = {Publi_pdf/art_ieeeip07.pdf}}

@article{art_apj07,
	Author = {A. Ferrari},
	Date-Added = {2006-12-20 16:58:42 +0100},
	Date-Modified = {2008-12-16 17:24:58 +0100},
	Journal = {The Astrophysical Journal},
	Pages = {1201--1209},
	Title = {Analytical Analysis of Lyot Coronographs Response},
	Url = {Publi_pdf/art_apj07.pdf},
	Volume = {657},
	Year = {2007},
	Bdsk-Url-1 = {Publi_pdf/art_apj07.pdf}}

@article{art_jmva06,
	Author = {A. Ferrari and G. Letac and J.-Y. Tourneret},
	Date-Modified = {2008-12-16 17:25:20 +0100},
	Journal = {Journal of Multivariate Analysis},
	Number = {6},
	Pages = {1283--1292},
	Title = {Exponential families of mixed Poisson distributions},
	Url = {Publi_pdf/art_mva07.pdf},
	Volume = {98},
	Year = {2007},
	Bdsk-Url-1 = {Publi_pdf/art_mva07.pdf}}

@article{art_iop03,
	Author = {Y. Cavallin and A. Ferrari},
	Date-Modified = {2007-04-16 19:31:56 +0200},
	Journal = {Journal of Optics A: Pure and Applied Optics},
	Note = {see corrigendum in June p. 666},
	Pages = {269--277},
	Title = {Fringe visibility estimation in {M}ichelson stellar interferometry: asymptotic performances},
	Url = {Publi_pdf/art_iop03.pdf},
	Volume = {6},
	Year = {2004},
	Bdsk-Url-1 = {Publi_pdf/art_iop03.pdf}}

@article{art_sp03,
	Author = {J.-Y. Tourneret and A. Ferrari and A. Swami},
	Date-Modified = {2007-04-18 16:38:25 +0200},
	Journal = {EURASIP Signal Processing},
	Number = {7},
	Pages = {1071--1088},
	Title = {{C}ramer-{R}ao Lower Bounds in Additive and Multiplicative Noise},
	Url = {Publi_pdf/art_sp04.pdf},
	Volume = {84},
	Year = {2004},
	Bdsk-Url-1 = {Publi_pdf/art_sp04.pdf}}

@article{art_aa01b,
	Author = {C. Aime and R. Soummer and A. Ferrari},
	Journal = {Astronomy and Astrophysics},
	Pages = {334--344},
	Title = {Total coronographic extinction of rectangular apertures using linear prolate apodizations},
	Url = {Publi_pdf/art_aa01b.pdf},
	Volume = {389},
	Year = {2002},
	Bdsk-Url-1 = {Publi_pdf/art_aa01b.pdf}}

@article{art_sp01,
	Author = {A. Ferrari and J.Y. Tourneret and G. Alengrin},
	Date-Modified = {2004-12-16 17:44:58 +0100},
	Journal = {EURASIP Signal Processing},
	Pages = {649--661},
	Title = {Parametric modeling of photometric signals},
	Url = {Publi_pdf/art_sp02.pdf},
	Volume = {82},
	Year = {2002},
	Bdsk-Url-1 = {Publi_pdf/art_sp02.pdf}}

@article{art_aa01a,
	Author = {C. Aime and R. Soummer and A. Ferrari},
	Journal = {Astronomy and Astrophysics},
	Pages = {697--707},
	Title = {Interferometric apodization of rectangular apertures. Application to stellar coronography},
	Url = {Publi_pdf/art_aa01a.pdf},
	Volume = {379},
	Year = {2001},
	Bdsk-Url-1 = {Publi_pdf/art_aa01a.pdf}}

@article{art_sp99,
	Author = {C. Theys and A. Ferrari and M. Vieira},
	Journal = {EURASIP Signal Processing},
	Note = {Special issue on {MCMC}},
	Pages = {69--82},
	Title = {Marginal {B}ayesian analysis of Polynomial-Phase Signals},
	Url = {Publi_pdf/art_sp99.pdf},
	Volume = {81},
	Year = {2001},
	Bdsk-Url-1 = {Publi_pdf/art_sp99.pdf}}

@article{art_aa99,
	Author = {A. Ferrari and F.-X. Schmider and G. Alengrin},
	Journal = {Astronomy and Astrophysics},
	Pages = {177--185},
	Title = {Parametric representation of helioseismic data. Part 1: a method for estimation of mode correlation},
	Url = {Publi_pdf/art_aa99.pdf},
	Volume = {138},
	Year = {1999},
	Bdsk-Url-1 = {Publi_pdf/art_aa99.pdf}}

@article{art_ieeeaes97,
	Author = {A. Ferrari and C. B{\'e}renguer and G. Alengrin},
	Date-Modified = {2008-02-28 10:20:00 +0100},
	Journal = {IEEE Transactions on Aerospace and Electronic Systems},
	Number = {3},
	Pages = {738--751},
	Title = {Doppler Ambiguity Resolution Using Multiple {PRF}},
	Url = {Publi_pdf/art_ieeeaes97.pdf},
	Volume = {33},
	Year = {1997},
	Bdsk-Url-1 = {Publi_pdf/art_ieeeaes97.pdf}}

@article{art_sp96,
	Author = {A. Ferrari and C. Theys and G. Alengrin},
	Journal = {EURASIP Signal Processing},
	Pages = {239--248},
	Title = {Polynomial phase signal analysis using stationary moments},
	Url = {Publi_pdf/art_sp96.pdf},
	Volume = {54},
	Year = {1996},
	Bdsk-Url-1 = {Publi_pdf/art_sp96.pdf}}

@article{art_ieeF95,
	Author = {A. Ferrari and G. Alengrin and C. Theys},
	Journal = {IEE Proceedings - Part F Radar, Sonar, Navigation},
	Number = {4},
	Pages = {191--194},
	Title = {Doppler Ambiguity Resolution Using Staggered {PRF} with a New Chirp Sweep Rate Estimation Algorithm},
	Url = {Publi_pdf/art_ieeF95.pdf},
	Volume = {142},
	Year = {1995},
	Bdsk-Url-1 = {Publi_pdf/art_ieeF95.pdf}}

@article{art_ieeeit94,
	Author = {A. Ferrari and G. Alengrin},
	Journal = {IEEE Transactions on Information Theory},
	Number = {4},
	Pages = {1228--1229},
	Title = {High Order Ergodicity of a Complex Sinusoidal Process},
	Url = {Publi_pdf/art_ieeeit94.pdf},
	Volume = {40},
	Year = {1994},
	Bdsk-Url-1 = {Publi_pdf/art_ieeeit94.pdf}}

@article{art_goca93,
	Author = {A. Ferrari and E.A. Galperin},
	Journal = {Computers \& Mathematics with Applications},
	Note = {Second Special Issue on Global Optimization, Control and Games},
	Number = {10},
	Pages = {47--56},
	Title = {Numerical Experiments with One Dimensional Adaptive Cubic Algorithm},
	Url = {Publi_pdf/art_goca93.pdf},
	Volume = {25},
	Year = {1993},
	Bdsk-Url-1 = {Publi_pdf/art_goca93.pdf}}

@article{art_ieeesp92,
	Author = {A. Ferrari and G. Alengrin and T. Pitarque},
	Journal = {IEEE Transactions on Acoustics, Speech and Signal Processing},
	Number = {5},
	Pages = {1263--1266},
	Title = {Improvements of a State-Space Iterative Noise Reduction Algorithm for Harmonic Retrieval},
	Url = {Publi_pdf/art_ieeesp92.pdf},
	Volume = {40},
	Year = {1992},
	Bdsk-Url-1 = {Publi_pdf/art_ieeesp92.pdf}}

@article{art_sp91,
	Author = {T. Pitarque and G. Alengrin and A. Ferrari, J. M{\'e}nez},
	Journal = {EURASIP Signal Processing},
	Number = {3},
	Pages = {231--238},
	Title = {A new state-space algorithm for computing the frequencies of sinusoids in white noise},
	Url = {Publi_pdf/art_sp91.pdf},
	Volume = {22},
	Year = {1991},
	Bdsk-Url-1 = {Publi_pdf/art_sp91.pdf}}

@article{art_elec91,
	Author = {A. Ferrari and J. M{\'e}nez and G. Alengrin},
	Journal = {Electronics letters},
	Number = {21},
	Pages = {1939--1941},
	Title = {A single frequency efficient estimator},
	Url = {Publi_pdf/art_elec91.pdf},
	Volume = {27},
	Year = {1991},
	Bdsk-Url-1 = {Publi_pdf/art_elec91.pdf}}