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JMLR
2012
13 years 5 months ago
Random Search for Hyper-Parameter Optimization
Grid search and manual search are the most widely used strategies for hyper-parameter optimization. This paper shows empirically and theoretically that randomly chosen trials are ...
James Bergstra, Yoshua Bengio
KDD
2005
ACM
161views Data Mining» more  KDD 2005»
16 years 3 months ago
Combining email models for false positive reduction
Machine learning and data mining can be effectively used to model, classify and discover interesting information for a wide variety of data including email. The Email Mining Toolk...
Shlomo Hershkop, Salvatore J. Stolfo
ICWS
2009
IEEE
15 years 25 days ago
An Efficient Service Discovery Algorithm for Counting Bloom Filter-Based Service Registry
The Service registry, the yellow pages of ServiceOriented Architecture (SOA), plays a central role in SOAbased service systems. The service registry has to be scalable to manage l...
Shuxing Cheng, Carl K. Chang, Liang-Jie Zhang
GECCO
2007
Springer
183views Optimization» more  GECCO 2007»
15 years 9 months ago
Search-based testing of service level agreements
The diffusion of service oriented architectures introduces the need for novel testing approaches. On the one side, testing must be able to identify failures in the functionality ...
Massimiliano Di Penta, Gerardo Canfora, Gianpiero ...
CAISE
2007
Springer
15 years 9 months ago
Conceptual Modeling of Privacy-Aware Web Service Protocols
Abstract. Internet users are becoming increasingly concerned about their personal information being collected and used by Web service providers. They want to ensure that it is stor...
Rachid Hamadi, Hye-Young Paik, Boualem Benatallah