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ALT
2006
Springer
14 years 5 months ago
Active Learning in the Non-realizable Case
Most of the existing active learning algorithms are based on the realizability assumption: The learner’s hypothesis class is assumed to contain a target function that perfectly c...
Matti Kääriäinen
CCS
2006
ACM
14 years 12 days ago
Can machine learning be secure?
Machine learning systems offer unparalled flexibility in dealing with evolving input in a variety of applications, such as intrusion detection systems and spam e-mail filtering. H...
Marco Barreno, Blaine Nelson, Russell Sears, Antho...
ILP
2003
Springer
14 years 1 months ago
Complexity Parameters for First-Order Classes
We study several complexity parameters for first order formulas and their suitability for first order learning models. We show that the standard notion of size is not captured by...
Marta Arias, Roni Khardon
INFOCOM
2010
IEEE
13 years 7 months ago
Price of Anarchy in Non-Cooperative Load Balancing
We investigate the price of anarchy of a load balancing game with K dispatchers. The service rates and holding costs are assumed to depend on the server, and the service disciplin...
Urtzi Ayesta, Olivier Brun, Balakrishna Prabhu
GLOBECOM
2006
IEEE
14 years 2 months ago
Link Performance Bounds in Homogeneous Optically Switched Ring Networks
— We consider a ring topology with limited or full switching capability as deployed in high bandwidth metro optical networks and develop a model to estimate the probability of bl...
Shujia Gong, Bijan Jabbari