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COLT
2006
Springer
15 years 10 months ago
Online Learning Meets Optimization in the Dual
We describe a novel framework for the design and analysis of online learning algorithms based on the notion of duality in constrained optimization. We cast a sub-family of universa...
Shai Shalev-Shwartz, Yoram Singer
AAAI
2007
15 years 8 months ago
Optimal Multi-Agent Scheduling with Constraint Programming
We consider the problem of computing optimal schedules in multi-agent systems. In these problems, actions of one agent can influence the actions of other agents, while the object...
Willem Jan van Hoeve, Carla P. Gomes, Bart Selman,...
ACSW
2006
15 years 8 months ago
A simplified approach to web service development
Most languages used for developing web services and clients exhibit properties which make calling remote functions across a network a non-trivial task. The type systems used by ob...
Peter M. Kelly, Paul D. Coddington, Andrew L. Wend...
ML
2007
ACM
131views Machine Learning» more  ML 2007»
15 years 6 months ago
A primal-dual perspective of online learning algorithms
We describe a novel framework for the design and analysis of online learning algorithms based on the notion of duality in constrained optimization. We cast a sub-family of universa...
Shai Shalev-Shwartz, Yoram Singer
ISOLA
2010
Springer
15 years 5 months ago
Worst-Case Analysis of Heap Allocations
In object oriented languages, dynamic memory allocation is a fundamental concept. When using such a language in hard real-time systems, it becomes important to bound both the worst...
Wolfgang Puffitsch, Benedikt Huber, Martin Schoebe...