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Caruana, Rich
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Distributed tuning of machine learning algorithms using MapReduce clusters
Ganjisaffar Y., Debeauvais T., Javanmardi S., Caruana R., Lopes C. LDMTA 2011 (Proceedings of the 3rd Workshop on Large Scale Data Mining: Theory and Applications, San Diego, CA, Aug 21, 2011) 1-8, 2011. Type: Proceedings
While machine learning algorithms have been around for a very long time, they invariably have a human component in the form of tuning--that is, finding the right values for parameters specific to the training set. Sometimes th...
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Mar 30 2012
Predicting parallel application performance via machine learning approaches
Singh K., İpek E., McKee S., de Supinski B., Schulz M., Caruana R. Concurrency and Computation: Practice & Experience 19(17): 2219-2235, 2007. Type: Article
Analytical models are difficult to construct. They are often unable to deal with the complexity of software, the execution platform, and the relationship between the two. Motivated by these limitations, this paper propos...
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Mar 21 2008
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