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» Application - Platform Performance Modeling and Evaluation
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JMLR
2010
118views more  JMLR 2010»
15 years 24 days ago
On Over-fitting in Model Selection and Subsequent Selection Bias in Performance Evaluation
Model selection strategies for machine learning algorithms typically involve the numerical optimisation of an appropriate model selection criterion, often based on an estimator of...
Gavin C. Cawley, Nicola L. C. Talbot
WOSP
2005
ACM
15 years 11 months ago
Performance evaluation of UML software architectures with multiclass Queueing Network models
Software performance based on performance models can be applied at early phases of the software development cycle to characterize the quantitative behavior of software systems. We...
Simonetta Balsamo, Moreno Marzolla
USITS
2003
15 years 7 months ago
Using Fault Injection and Modeling to Evaluate the Performability of Cluster-Based Services
We propose a two-phase methodology for quantifying the performability (performance and availability) of cluster-based Internet services. In the first phase, evaluators use a fault...
Kiran Nagaraja, Xiaoyan Li, Ricardo Bianchini, Ric...
ICCS
2009
Springer
16 years 17 days ago
Evaluation of Hierarchical Mesh Reorderings
Irregular and sparse scientific computing programs frequently experience performance losses due to inefficient use of the memory system in most machines. Previous work has shown t...
Michelle Mills Strout, Nissa Osheim, Dave Rostron,...
ENTCS
2007
101views more  ENTCS 2007»
15 years 6 months ago
Parametric Performance Contracts: Non-Markovian Loop Modelling and an Experimental Evaluation
Even with todays hardware improvements, performance problems are still common in many software systems. An approach to tackle this problem for component-based software architectur...
Heiko Koziolek, Viktoria Firus