Marco PRATO Professore Associato presso: Dipartimento di Scienze Fisiche, Informatiche e Matematiche sede ex-Matematica |

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## Pubblicazioni

**2020**
- A hybrid interior point - Deep learning approach for poisson image deblurring
[Relazione in Atti di Convegno]

Galinier, M.; Prato, M.; Chouzenoux, E.; Pesquet, J. -C.

abstract

**2020**
- Convergence of inexact forward-backward algorithms using the forward-backward envelope
[Articolo su rivista]

Bonettini, S.; Prato, M.; Rebegoldi, S.

abstract

**2020**
- Deep Unfolding of a Proximal Interior Point Method for Image Restoration
[Articolo su rivista]

Bertocchi, C.; Chouzenoux, E.; Corbineau, M. -C.; Pesquet, J. -C.; Prato, M.

abstract

**2020**
- Deep neural networks for inverse problems with pseudodifferential operators: an application to limited-angle tomography
[Articolo su rivista]

Bubba, T. A.; Galinier, M.; Ratti, L.; Lassas, M.; Prato, M.; Siltanen, S.

abstract

**2020**
- Efficient Block Coordinate Methods for Blind Cauchy Denoising
[Relazione in Atti di Convegno]

Rebegoldi, S.; Bonettini, S.; Prato, M.

abstract

**2020**
- New convergence results for the inexact variable metric forward-backward method
[Articolo su rivista]

Bonettini, Silvia; Prato, Marco; Rebegoldi, Simone

abstract

**2019**
- Learning image deblurring by unfolding a proximal interior point algorithm
[Relazione in Atti di Convegno]

Corbineau, M. -C.; Bertocchi, Carla; Chouzenoux, E.; Prato, M.; Pesquet, J. -C.

abstract

**2019**
- Multiple image deblurring with high dynamic-range Poisson data
[Capitolo/Saggio]

Prato, Marco; La Camera, Andrea; Arcidiacono, Carmelo; Boccacci, Patrizia; Bertero, Mario

abstract

**2019**
- Recent advances in variable metric first-order methods
[Capitolo/Saggio]

Bonettini, S.; Porta, F.; Prato, M.; Rebegoldi, S.; Ruggiero, V.; Zanni, L.

abstract

**2018**
- A Bregman inexact linesearch-based forward-backward algorithm for nonsmooth nonconvex optimization
[Relazione in Atti di Convegno]

Rebegoldi, S.; Bonettini, S.; Prato, M.

abstract

**2018**
- A block coordinate variable metric linesearch based proximal gradient method
[Articolo su rivista]

Bonettini, Silvia; Prato, Marco; Rebegoldi, Simone

abstract

**2018**
- The Software Package AIRY 7.0: New efficient deconvolution methods for post-adaptive optics data
[Relazione in Atti di Convegno]

Camera, A. L.; Carbillet, M.; Prato, M.; Boccacci, P.; Bertero, M.

abstract

**2017**
- A comparison of edge-preserving approaches for differential interference contrast microscopy
[Articolo su rivista]

Rebegoldi, Simone; Bautista, Lola; Blanc Féraud, Laure; Prato, Marco; Zanni, Luca; Plata, Arturo

abstract

**2017**
- On the convergence of a linesearch based proximal-gradient method for nonconvex optimization
[Articolo su rivista]

Bonettini, Silvia; Loris, Ignace; Porta, Federica; Prato, Marco; Rebegoldi, Simone

abstract

**2016**
- A cyclic block coordinate descent method with generalized gradient projections
[Articolo su rivista]

Bonettini, Silvia; Prato, Marco; Rebegoldi, Simone

abstract

**2016**
- On the constrained minimization of smooth Kurdyka– Lojasiewicz functions with the scaled gradient projection method
[Relazione in Atti di Convegno]

Prato, Marco; Bonettini, Silvia; Loris, Ignace; Porta, Federica; Rebegoldi, Simone

abstract

**2016**
- Phase estimation in Differential-Interference-Contrast (DIC) microscopy
[Relazione in Atti di Convegno]

Bautista, Lola; Rebegoldi, Simone; Blanc Féraud, Laure; Prato, Marco; Zanni, Luca; Plata, Arturo

abstract

**2016**
- TV-regularized phase reconstruction in differential-interference-contrast (DIC) microscopy
[Relazione in Atti di Convegno]

Rebegoldi, Simone; Bautista, Lola; Blanc Féraud, Laure; Prato, Marco; Zanni, Luca; Plata, Arturo

abstract

**2016**
- The software package AIRY 7.0: new efficient deconvolution methods for post-adaptive optics data
[Relazione in Atti di Convegno]

La Camera, Andrea; Carbillet, Marcel; Prato, Marco; Boccacci, Patrizia; Bertero, Mario

abstract

**2016**
- Variable metric inexact line-search based methods for nonsmooth optimization
[Articolo su rivista]

Bonettini, Silvia; Loris, Ignace; Porta, Federica; Prato, Marco

abstract

**2015**
- A blind deconvolution method for ground based telescopes and Fizeau interferometers
[Articolo su rivista]

Prato, Marco; La Camera, A.; Bonettini, Silvia; Rebegoldi, Simone; Bertero, M.; Boccacci, P.

abstract

**2015**
- A convergent least-squares regularized blind deconvolution approach
[Articolo su rivista]

Cornelio, Anastasia; Porta, Federica; Prato, Marco

abstract

**2015**
- A new steplength selection for scaled gradient methods with application to image deblurring
[Articolo su rivista]

Porta, Federica; Prato, Marco; Zanni, Luca

abstract

**2015**
- A scaled gradient projection method for Bayesian learning in dynamical systems
[Articolo su rivista]

Bonettini, Silvia; Chiuso, A.; Prato, Marco

abstract

**2015**
- Application of cyclic block generalized gradient projection methods to Poisson blind deconvolution
[Relazione in Atti di Convegno]

Rebegoldi, Simone; Bonettini, Silvia; Prato, Marco

abstract

**2015**
- New convergence results for the scaled gradient projection method
[Articolo su rivista]

Bonettini, Silvia; Prato, Marco

abstract

**2015**
- The scaled gradient projection method: an application to nonconvex optimization
[Relazione in Atti di Convegno]

Prato, Marco; La Camera, Andrea; Bonettini, Silvia; Bertero, Mario

abstract

**2014**
- Accelerated gradient methods for the X-ray imaging of solar flares
[Articolo su rivista]

Bonettini, Silvia; Prato, Marco

abstract

**2014**
- Alternating minimization for Poisson blind deconvolution in astronomy
[Relazione in Atti di Convegno]

Prato, Marco; Bonettini, Silvia; A., La Camera; Rebegoldi, Simone

abstract

**2014**
- An alternating minimization method for blind deconvolution from Poisson data
[Relazione in Atti di Convegno]

Prato, Marco; A., La Camera; Bonettini, Silvia

abstract

**2014**
- An alternating minimization method for blind deconvolution in astronomy
[Poster]

Rebegoldi, Simone; Bonettini, Silvia; A., La Camera; Prato, Marco

abstract

**2014**
- Strehl-constrained blind deconvolution of post-adaptive optics data & the Software Package AIRY, v. 6.1
[Poster]

M., Carbillet; A., La Camera; J., Deguignet; Prato, Marco; M., Bertero; E., Aristidi; P., Boccacci

abstract

**2014**
- Strehl-constrained reconstruction of post-adaptive optics data & the Software Package AIRY, v. 6.1
[Relazione in Atti di Convegno]

Marcel, Carbillet; Andrea La, Camera; Jeremy, Deguigneta; Prato, Marco; Mario, Bertero; Eric, Aristidia; Patrizia, Boccacci

abstract

**2013**
- A convergent blind deconvolution method for post-adaptive-optics astronomical imaging
[Articolo su rivista]

Prato, Marco; A., La Camera; Bonettini, Silvia; M., Bertero

abstract

**2013**
- A deconvolution algorithm for imaging problems from Fourier data
[Articolo su rivista]

Prato, Marco

abstract

**2013**
- A new semi-blind deconvolution approach for Fourier-based image restoration: an application in astronomy
[Articolo su rivista]

Bonettini, Silvia; Cornelio, Anastasia; Prato, Marco

abstract

**2013**
- A practical use of regularization for supervised learning with
kernel methods
[Articolo su rivista]

Prato, Marco; Zanni, Luca

abstract

**2013**
- An image reconstruction method from Fourier data with uncertainties on the spatial frequencies
[Poster]

Cornelio, Anastasia; Bonettini, Silvia; Prato, Marco

abstract

**2013**
- An image reconstruction method from Fourier data with uncertainties on the spatial frequencies
[Relazione in Atti di Convegno]

Cornelio, Anastasia; Bonettini, Silvia; Prato, Marco

abstract

**2013**
- Deconvolution-based super-resolution for post-adaptive-optics data
[Poster]

M., Carbillet; A., La Camera; O., Chesneau; F., Millour; J. H. V., Girard; Prato, Marco

abstract

**2013**
- Deconvolution-based super-resolution for post-adaptive-optics data
[Relazione in Atti di Convegno]

M., Carbillet; A., La Camera; O., Chesneau; F., Millour; J. H. V., Girard; Prato, Marco

abstract

**2013**
- Filter factor analysis of scaled gradient methods for linear least squares
[Relazione in Atti di Convegno]

Porta, Federica; Cornelio, Anastasia; Zanni, Luca; Prato, Marco

abstract

**2013**
- On the filtering effect of iterative regularization algorithms for discrete inverse problems
[Articolo su rivista]

Cornelio, Anastasia; Porta, Federica; Prato, Marco; Zanni, Luca

abstract

**2013**
- Point Spread Function extraction in crowdedelds using blind deconvolution
[Poster]

L., Schreiber; A., La Camera; Prato, Marco; E., Diolaiti

abstract

**2013**
- Point spread function extraction in crowded fields using blind deconvolution
[Relazione in Atti di Convegno]

L., Schreiber; A., La Camera; Prato, Marco; E., Diolaiti

abstract

**2013**
- Scaled gradient projection methods for astronomical imaging
[Relazione in Atti di Convegno]

M., Bertero; P., Boccacci; Prato, Marco; Zanni, Luca

abstract

**2012**
- A practical use of regularization for supervised learning with kernel methods
[Poster]

Prato, Marco; Zanni, Luca

abstract

**2012**
- Accuracy of funduscopy to identify true edema versus pseudoedema of the optic disc
[Articolo su rivista]

A., Carta; Favilla, Stefania; Prato, Marco; S., Bianchi Marzoli; A. A., Sadun; P., Mora

abstract

**2012**
- Confronto fra differenti tecniche per la determinazione dei carbonati
[Poster]

A., Piazzalunga; V., Bernardoni; E., Cuccia; P., Fermo; E., Yubero Funes; D., Massabò; U., Molteni; M. R., Perrone; P., Prati; Prato, Marco; G., Valli; I., Vassura; R., Vecchi

abstract

**2012**
- Efficient deconvolution methods for astronomical imaging: algorithms and IDL-GPU codes
[Articolo su rivista]

Prato, Marco; Cavicchioli, Roberto; Zanni, Luca; P., Boccacci; M., Bertero

abstract

**2012**
- Efficient multi-image deconvolution in astronomy
[Poster]

Cavicchioli, Roberto; Prato, Marco; Zanni, Luca; Boccacci, P.; Bertero, M.

abstract

**2012**
- Semi-blind deconvolution for Fourier-based image restoration
[Poster]

Cornelio, Anastasia; Bonettini, Silvia; Prato, Marco

abstract

**2011**
- A regularization algorithm for decoding perceptual temporal profiles from fMRI data
[Articolo su rivista]

Prato, Marco; Favilla, Stefania; Zanni, Luca; Porro, Carlo Adolfo; Baraldi, Patrizia

abstract

**2011**
- Composition of Fine and Coarse Particles in a coastal site of the Central Mediterranean: carbonaceous specie contributions
[Articolo su rivista]

M. R., Perrone; A., Piazzalunga; Prato, Marco; I., Carofalo

abstract

**2011**
- Deducing electron properties from hard X-ray observations
[Articolo su rivista]

E. P., Kontar; J. C., Brown; A. G., Emslie; W., Hajdas; G. D., Holman; G. J., Hurford; J., Kasparova; P. C. V., Mallik; A. M., Massone; M. L., Mcconnell; M., Piana; Prato, Marco; E. J., Schmahl; E., Suarez Garcia

abstract

**2011**
- Diagnostica differenziale oftalmoscopica tra edema e pseudoedema della papilla ottica
[Relazione in Atti di Convegno]

A., Carta; P., Mora; Favilla, Stefania; Prato, Marco; S., Ghirardini; S., Bianchi Marzoli

abstract

**2011**
- Image Reconstruction from Nonuniform Fourier Data
[Poster]

Prato, Marco; Bonettini, Silvia

abstract

**2011**
- Image reconstruction in astronomy, medicine and microscopy
[Poster]

Bonettini, Silvia; Prato, Marco; Ruggiero, V.; Zanella, R.; Zanghirati, G.; Zanni, Luca

abstract

**2011**
- Learning from examples: methodologies and software
[Poster]

Bonettini, Silvia; Prato, Marco; Ruggiero, V.; Zanella, R.; Zanghirati, G.; Zanni, Luca

abstract

**2011**
- Methodology to determine carbonate carbon from Thermal Optical Transmittance measurements
[Poster]

M. R., Perrone; A., Piazzalunga; Prato, Marco

abstract

**2011**
- SGP-IDL: a Scaled Gradient Projection method for image deconvolution in an Interactive Data Language environment
[Software]

Prato, Marco; Cavicchioli, Roberto; Zanni, Luca; Boccacci, P.; Bertero, M.

abstract

**2010**
- A novel gradient projection approach for Fourier-based image restoration
[Relazione in Atti di Convegno]

Bonettini, Silvia; Prato, Marco

abstract

**2010**
- A regularization algorithm for decoding perceptual profiles
[Poster]

Favilla, Stefania; Prato, Marco; Zanni, Luca; Porro, Carlo Adolfo; Baraldi, Patrizia

abstract

**2010**
- Nonnegative image reconstruction from sparse Fourier data: a new deconvolution algorithm
[Articolo su rivista]

Bonettini, Silvia; Prato, Marco

abstract

**2010**
- Space-D: a software for nonnegative image deconvolution from sparse Fourier data
[Software]

Bonettini, Silvia; Prato, Marco

abstract

**2009**
- A Regularized Visibility-Based Approach to Astronomical Imaging Spectroscopy
[Articolo su rivista]

Prato, Marco; M., Piana; A. G., Emslie; G. J., Hurford; E. P., Kontar; A. M., Massone

abstract

**2009**
- From BOLD-FMRI signals to the prediction of subjective pain perception through a regularization algorithm
[Relazione in Atti di Convegno]

Prato, Marco; Favilla, Stefania; Baraldi, Patrizia; Porro, Carlo Adolfo; Zanni, Luca

abstract

**2009**
- Hard X-ray imaging of solar flares using interpolated visibilities
[Articolo su rivista]

A. M., Massone; A. G., Emslie; G. J., Hurford; Prato, Marco; E. P., Kontar; M., Piana

abstract

**2009**
- Reconstruction of solar flare images using interpolated visibilities
[Poster]

Prato, Marco; Massone, A. M.; Piana, M.; Emslie, A. G.; Hurford, G. J.

abstract

**2009**
- Regularization Methods for the Solution of Inverse Problems in Solar X-ray and Imaging Spectroscopy
[Articolo su rivista]

Prato, Marco

abstract

**2009**
- The location of centroids in photon and electron maps of solar flares
[Articolo su rivista]

Prato, Marco; A. G., Emslie; E. P., Kontar; A. M., Massone; M., Piana

abstract

**2008**
- A visibility-based approach using regularization for imaging-spectroscopy in solar X-ray astronomy
[Articolo su rivista]

Prato, Marco; A. M., Massone; M., Piana; A. G., Emslie; G. J., Hurford; E. P., Kontar; R. A., Schwartz

abstract

**2008**
- Construction of electron flux images in solar flares using interpolated visibilities
[Poster]

Emslie, A. G.; Massone, A. M.; Piana, M.; Prato, Marco; Hurford, G. J.

abstract

**2008**
- Determining the spatial variation of accelerated electron spectra in solar flares
[Relazione in Atti di Convegno]

A. G., Emslie; G. J., Hurford; E. P., Kontar; A. M., Massone; M., Piana; Prato, Marco; Y., Xu

abstract

**2008**
- Imaging spectroscopy of hard X-ray sources in solar flares using regularized analysis of source visibilities
[Relazione in Atti di Convegno]

A. M., Massone; M., Piana; Prato, Marco

abstract

**2008**
- Inverse problems in machine learning: an application to brain activity interpretation
[Articolo su rivista]

Prato, Marco; Zanni, Luca

abstract

**2008**
- Parametrical imaging in solar astronomy using visibilities
[Abstract in Atti di Convegno]

M., Piana; A. M., Massone; A. G., Emslie; G. J., Hurford; E. P., Kontar; Prato, Marco; R. A., Schwartz

abstract

**2008**
- Predicting subjective pain perception based on BOLD-fMRI signals: a new machine learning approach
[Relazione in Atti di Convegno]

Favilla, Stefania; Prato, Marco; Zanni, Luca; Porro, Carlo Adolfo; Baraldi, Patrizia

abstract

**2008**
- Regularized solution of the solar bremsstrahlung inverse problem: model dependence and implementation issues
[Articolo su rivista]

A. M., Massone; M., Piana; Prato, Marco

abstract

**2007**
- Determination of electron flux spectrum images in solar flares using regularized analysis of hard X-ray source visibilities
[Abstract in Rivista]

A. G., Emslie; M., Piana; A. M., Massone; G. J., Hurford; Prato, Marco; E. P., Kontar; R. A., Schwartz

abstract

**2007**
- Electron flux maps of solar flares: a regularization approach to RHESSI imaging spectroscopy
[Relazione in Atti di Convegno]

A. M., Massone; M., Piana; Prato, Marco; A. G., Emslie; G. J., Hurford; E. P., Kontar; R. A., Schwartz

abstract

**2007**
- Electron flux spectral imaging of solar flares through regularized analysis of hard X-ray source visibilities
[Articolo su rivista]

M., Piana; A. M., Massone; G. J., Hurford; Prato, Marco; A. G., Emslie; E. P., Kontar; R. A., Schwartz

abstract

**2007**
- Electron-electron bremsstrahlung emission and the inference of electron flux spectra in solar flares
[Articolo su rivista]

E. P., Kontar; A. G., Emslie; A. M., Massone; M., Piana; J. C., Brown; Prato, Marco

abstract

**2007**
- On recent machine learning algorithms for brain activity interpretation
[Poster]

Prato, Marco; Zanni, Luca; G., Zanghirati

abstract

**2007**
- Raggi X dal sole: un approccio matematico alla spettroscopia per immagini
[Articolo su rivista]

M., Piana; A. M., Massone; Prato, Marco

abstract

**2006**
- Regularized reconstruction of the differential emission measure from solar flare hard X-ray spectra
[Articolo su rivista]

Prato, Marco; M., Piana; J. C., Brown; A. G., Emslie; E. P., Kontar; A. M., Massone

abstract

**2004**
- Anisotropic bremsstrahlung emission and the form of regularized electron flux spectra in solar flares
[Articolo su rivista]

A. M., Massone; A. G., Emslie; E. P., Kontar; M., Piana; Prato, Marco; J. C., Brown

abstract