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IJCNN
2008
IEEE
15 years 10 months ago
On-line bagging Negative Correlation Learning
— Negative Correlation Learning (NCL) has been showing to outperform other ensemble learning approaches in off-line mode. A key point to the success of NCL is that the learning o...
Fernanda L. Minku, Xin Yao
130
Voted
SIAMCOMP
2008
140views more  SIAMCOMP 2008»
15 years 3 months ago
The Forgetron: A Kernel-Based Perceptron on a Budget
Abstract. The Perceptron algorithm, despite its simplicity, often performs well in online classification tasks. The Perceptron becomes especially effective when it is used in conju...
Ofer Dekel, Shai Shalev-Shwartz, Yoram Singer
157
Voted
SIGECOM
2010
ACM
170views ECommerce» more  SIGECOM 2010»
15 years 8 months ago
Optimal online assignment with forecasts
Motivated by the allocation problem facing publishers in display advertising we formulate the online assignment with forecast problem, a version of the online allocation problem w...
Erik Vee, Sergei Vassilvitskii, Jayavel Shanmugasu...
105
Voted
ICRA
2010
IEEE
117views Robotics» more  ICRA 2010»
15 years 2 months ago
Online navigation summaries
— Our objective is to find a small set of images that summarize a robot’s visual experience along a path. We present a novel on-line algorithm for this task. This algorithm is...
Yogesh Girdhar, Gregory Dudek
222
Voted
WAOA
2010
Springer
275views Algorithms» more  WAOA 2010»
15 years 1 months ago
Online Ranking for Tournament Graphs
We study the problem of producing a global ranking of items given pairwise ranking information, when the items to be ranked arrive in an online fashion. We study both the maximizat...
Claire Mathieu, Adrian Vladu