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ICML
2010
IEEE
15 years 7 months ago
Multi-Class Pegasos on a Budget
When equipped with kernel functions, online learning algorithms are susceptible to the "curse of kernelization" that causes unbounded growth in the model size. To addres...
Zhuang Wang, Koby Crammer, Slobodan Vucetic
ASWEC
2010
IEEE
15 years 6 months ago
On the Use of Properties in Java Applications
—When building software systems, developers have to weigh the benefits of using one specific solution approach against the risks and costs of using another one. This process is...
Markus Lumpe, Samrian Mahmud, Rajesh Vasa
CVPR
2010
IEEE
15 years 6 months ago
Fast directional chamfer matching
We study the object localization problem in images given a single hand-drawn example or a gallery of shapes as the object model. Although many shape matching algorithms have been ...
Ming-Yu Liu, Oncel Tuzel, Ashok Veeraraghavan, Ram...
CORR
2010
Springer
139views Education» more  CORR 2010»
15 years 6 months ago
Fast Overlapping Group Lasso
The group Lasso is an extension of the Lasso for feature selection on (predefined) non-overlapping groups of features. The non-overlapping group structure limits its applicability...
Jun Liu, Jieping Ye
CORR
2010
Springer
95views Education» more  CORR 2010»
15 years 6 months ago
Optimization and Convergence of Observation Channels in Stochastic Control
This paper studies the optimization of observation channels (stochastic kernels) in partially observed stochastic control problems. In particular, existence, continuity, and convex...
Serdar Yüksel, Tamás Linder