Learning a common dictionary over a sensor network

@article{Chainais2013LearningAC,
  title={Learning a common dictionary over a sensor network},
  author={Pierre Chainais and C{\'e}dric Richard},
  journal={2013 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP)},
  year={2013},
  pages={133-136}
}
We consider the problem of distributed dictionary learning, where a set of nodes is required to collectively learn a common dictionary from noisy measurements. This approach may be useful in several contexts including sensor networks. Diffusion cooperation schemes have been proposed to solve the distributed linear regression problem. In this work we focus on a diffusion-based adaptive dictionary learning strategy: each node records independent observations and cooperates with its neighbors by… CONTINUE READING
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