Publications [#258001] of David B. Dunson
search arxiv.org.Papers Published
- Carin, L; Baraniuk, RG; Cevher, V; Dunson, D; Jordan, MI; Sapiro, G; Wakin, MB. "Learning Low-Dimensional Signal Models: A Bayesian approach based on incomplete measurements.." IEEE signal processing magazine 28.2 (March, 2011): 39-51. [doi]
(last updated on 2024/03/29)Abstract:
Sampling, coding, and streaming even the most essential data, e.g., in medical imaging and weather-monitoring applications, produce a data deluge that severely stresses the available analog-to-digital converter, communication bandwidth, and digital-storage resources. Surprisingly, while the ambient data dimension is large in many problems, the relevant information in the data can reside in a much lower dimensional space. © 2006 IEEE.