Search Results for author: Martin Sundin

Found 4 papers, 1 papers with code

A Connectedness Constraint for Learning Sparse Graphs

1 code implementation29 Aug 2017 Martin Sundin, Arun Venkitaraman, Magnus Jansson, Saikat Chatterjee

We especially show how the constraint relates to the distributed consensus problem and graph Laplacian learning.

Bayesian Learning for Low-Rank matrix reconstruction

no code implementations23 Jan 2015 Martin Sundin, Cristian R. Rojas, Magnus Jansson, Saikat Chatterjee

We develop latent variable models for Bayesian learning based low-rank matrix completion and reconstruction from linear measurements.

Low-Rank Matrix Completion

Combined modeling of sparse and dense noise for improvement of Relevance Vector Machine

no code implementations12 Jan 2015 Martin Sundin, Saikat Chatterjee, Magnus Jansson

Through simulations, we show the performance and computation efficiency of the new RVM in several applications: recovery of sparse and block sparse signals, housing price prediction and image denoising.

Image Denoising

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