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IJCNN
2006
IEEE
16 years 18 days ago
Model Selection via Bilevel Optimization
— A key step in many statistical learning methods used in machine learning involves solving a convex optimization problem containing one or more hyper-parameters that must be sel...
Kristin P. Bennett, Jing Hu, Xiaoyun Ji, Gautam Ku...
IPPS
2006
IEEE
16 years 18 days ago
Aligning traces for performance evaluation
For many performance analysis problems, the ability to reason across traces is invaluable. However, due to non-determinism in the OS and virtual machines, even two identical runs ...
Todd Mytkowicz, Amer Diwan, Matthias Hauswirth, Pe...
LCN
2006
IEEE
16 years 17 days ago
Training on multiple sub-flows to optimise the use of Machine Learning classifiers in real-world IP networks
Literature on the use of machine learning (ML) algorithms for classifying IP traffic has relied on fullflows or the first few packets of flows. In contrast, many real-world scenar...
Thuy T. T. Nguyen, Grenville J. Armitage
NOMS
2006
IEEE
147views Communications» more  NOMS 2006»
16 years 17 days ago
DiMAPI: An Application Programming Interface for Distributed Network Monitoring
Abstract— Network monitoring and measurement is commonly regarded as an essential function for understanding, managing and improving the performance and security of network infra...
Panos Trimintzios, Michalis Polychronakis, Antonis...
WIOPT
2006
IEEE
16 years 17 days ago
Online association policies in IEEE 802.11 WLANs
Abstract— In this paper, we study the performance of clientAccess Point (AP) association policies in IEEE 802.11 based WLANs. In many scenarios, clients have a choice of APs with...
Gaurav Kasbekar, Joy Kuri, Pavan Nuggehalli