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JMLR
2010
169views more  JMLR 2010»
12 years 10 months ago
Consensus-Based Distributed Support Vector Machines
This paper develops algorithms to train support vector machines when training data are distributed across different nodes, and their communication to a centralized processing unit...
Pedro A. Forero, Alfonso Cano, Georgios B. Giannak...
CDC
2009
IEEE
147views Control Systems» more  CDC 2009»
13 years 1 months ago
A Distributed Hybrid Filter for target tracking in sensor networks
In this paper, we propose the Distributed Hybrid Filter (DHF) to overcome the performance degradation in Sigma Point Filters caused by bad linearization. A quantifiable criterion t...
Feng Li, Jamie S. Evans
CDC
2010
IEEE
169views Control Systems» more  CDC 2010»
12 years 10 months ago
Consensus-based distributed linear filtering
We address the consensus-based distributed linear filtering problem, where a discrete time, linear stochastic process is observed by a network of sensors. We assume that the consen...
Ion Matei, John S. Baras
CVPR
2012
IEEE
11 years 6 months ago
Saliency filters: Contrast based filtering for salient region detection
Saliency estimation has become a valuable tool in image processing. Yet, existing approaches exhibit considerable variation in methodology, and it is often difficult to attribute...
Federico Perazzi, Philipp Krähenbühl, Ya...
CORR
2008
Springer
113views Education» more  CORR 2008»
13 years 3 months ago
Distributed Kalman Filter via Gaussian Belief Propagation
Abstract--Recent result shows how to compute distributively and efficiently the linear MMSE for the multiuser detection problem, using the Gaussian BP algorithm. In the current wor...
Danny Bickson, Ori Shental, Danny Dolev