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IJCNN
2008
IEEE
15 years 7 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
102
Voted
SIAMCOMP
2008
140views more  SIAMCOMP 2008»
15 years 18 days 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
SIGECOM
2010
ACM
170views ECommerce» more  SIGECOM 2010»
15 years 5 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...
81
Voted
ICRA
2010
IEEE
117views Robotics» more  ICRA 2010»
14 years 11 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
WAOA
2010
Springer
275views Algorithms» more  WAOA 2010»
14 years 10 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