Parametric Bayesian estimation of point-like pollution sources of groundwater layers by Ait-El-Fquih, B., Giovannelli, J.-F., Paul, N., Girard, A., Hoteit, I.

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Sampling High-Dimensional Gaussian Distributions for General Linear Inverse Problems by Orieux, F., Feron, O., Giovannelli, J-F

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Positive deconvolution for superimposed extended source and point sources by Giovannelli, J.-F., Coulais, A.

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Estimating hyperparameters and instrument parameters in regularized inversion Illustration for Herschel/SPIRE map making by Orieux, F., Giovannelli, J.-F., Rodet, T., Abergel, A.

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An implementation of the NiftyRec medical imaging library for PIXE-tomography reconstruction by Michelet, C., Barberet, P., Desbarats, P., Giovannelli, J.-F., Schou, C., Chebil, I., Delville, M.-H., Gordillo, N., Beasley, D.G., Devès, G., Moretto, P., Seznec, H.

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Super-resolution in map-making based on a physical instrument model and regularized inversion: Application to SPIRE/ Herschel by Orieux, F., Giovannelli, J.-F., Rodet, T., Abergel, A., Ayasso, H., Husson, M.

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Unsupervised Bayesian Convex Deconvolution Based on a Field With an Explicit Partition Function by Giovannelli, J.-F.

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An Improved Observation Model for Super-Resolution Under Affine Motion by Rochefort, G., Champagnat, F., Le Besnerais, G., Giovannelli, J.-F.

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Gradient scan Gibbs sampler: An efficient high-dimensional sampler application in inverse problems by Orieux, F., Feron, O., Giovannelli, J.-F

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Data Inversion for Over-Resolved Spectral Imaging in Astronomy by Rodet, T., Orieux, F., Giovannelli, J.-F., Abergel, A.

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Estimation of the Ising field parameter thanks to the exact partition function by Giovannelli, J.-F

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Ising field parameter estimation from incomplete and noisy data by Giovannelli, J-F

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Non-quadratic convex regularized reconstruction of MR images from spiral acquisitions by Boubertakh, R., Giovannelli, J.-F., De Cesare, A., Herment, A.

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Variable selection for a mixed population applied in proteomics by Adjed, F., Giovannelli, J-F, Giremus, A., Dridi, N., Szacherski, P.

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Bayesian Model Selection for Unsupervised Image Deconvolution with Structured Gaussian Priors by Harroue, B., Giovannelli, J.-F., Pereyra, M.

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Regularized estimation of mixed spectra using a circular Gibbs-Markov model by Ciuciu, P., Idier, J., Giovannelli, J.-F.

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Variable selection for noisy data applied in proteomics by Dridi, N., Giremus, A., Giovannelli, J.-F, Truntzer, C., Roy, P., Gerfaut, L., Charrier, J.-P, Ducoroy, P., Mercier, C., Grangeat, P.

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Unsupervised frequency tracking beyond the Nyquist frequency using Markov chains by Giovannelli, J.-F., Idier, J., Boubertakh, R., Herment, A.

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Bayesian interpretation of periodograms by Giovannelli, J.-F., Idier, J.

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Regularization, maximum entropy and probabilistic methods in mass spectrometry data processing problems by Mohammad-Djafari, A., Giovannelli, J.-F., Demoment, G., Idier, J.

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