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COLT
2008
Springer
15 years 8 months ago
High-Probability Regret Bounds for Bandit Online Linear Optimization
We present a modification of the algorithm of Dani et al. [8] for the online linear optimization problem in the bandit setting, which with high probability has regret at most O ( ...
Peter L. Bartlett, Varsha Dani, Thomas P. Hayes, S...
ALT
2010
Springer
15 years 8 months ago
Optimal Online Prediction in Adversarial Environments
: In many prediction problems, including those that arise in computer security and computational finance, the process generating the data is best modeled as an adversary with whom ...
Peter L. Bartlett
CSREAEEE
2006
99views Business» more  CSREAEEE 2006»
15 years 8 months ago
Teaching Web Applications Development in a Fully Online Environment: Challenges, Approaches and Implementation
: This paper examines the re-development of university level web programming unit for delivery in a fully online mode. The unit, which teaches advanced xhtml, javascript, php and m...
Justin Brown
NIPS
2003
15 years 7 months ago
Online Passive-Aggressive Algorithms
We present a family of margin based online learning algorithms for various prediction tasks. In particular we derive and analyze algorithms for binary and multiclass categorizatio...
Shai Shalev-Shwartz, Koby Crammer, Ofer Dekel, Yor...
ICML
2010
IEEE
15 years 4 months ago
Online Prediction with Privacy
In this paper, we consider online prediction from expert advice in a situation where each expert observes its own loss at each time while the loss cannot be disclosed to others fo...
Jun Sakuma, Hiromi Arai