Semi-supervised dictionary learning with graph regularization and active points
Authors: Khanh-Hung Tran, Fred-Maurice Ngole-Mboula, J-L. Starck Journal: SIAM Journal on Imaging Sciences…
Category: Machine Learning Publications
Publications related to machine learning
Deep Learning for space-variant deconvolution in galaxy surveys
Authors: Florent Sureau, Alexis Lechat, J-L. Starck Journal: Astronomy and Astrophysics Year: 2020…
Benchmarking MRI Reconstruction Neural Networks on Large Public Datasets
Deep learning is starting to offer promising results for reconstruction in Magnetic Resonance Imaging…
The first Deep Learning reconstruction of dark matter maps from weak lensing observational data
This is the first reconstruction of dark matter maps from weak lensing observational data…
Distinguishing standard and modified gravity cosmologies with machine learning
Authors: A. Peel, F. Lalande, J.-L. Starck, V. Pettorino, J. Merten, C. Giocoli,…
On the dissection of degenerate cosmologies with machine learning
Authors: J. Merten, C. Giocoli, M. Baldi, M. Meneghetti, A. Peel, F. Lalande,…
Wasserstein Dictionary Learning: Optimal Transport-based unsupervised non-linear dictionary learning
Authors: M.A. Schmitz, M. Heitz, N. Bonneel, F.-M. Ngolè, D. Coeurjolly, M. Cuturi,…
Unsupervised feature learning for galaxy SEDs with denoising autoencoders
Authors: Frontera-Pons, J., Sureau, F., Bobin, J. and Le Floc'h E. Journal: Astronomy…