Exploring the Utility of Developer Exhaust

Jian Zhang
Jian Zhang
Max Lam
Max Lam
Stephanie Wang
Stephanie Wang
Paroma Varma
Paroma Varma
Luigi Nardi
Luigi Nardi

SIGMOD/PODS '18: International Conference on Management of Data Houston TX USA June, 2018, pp. 1-7, 2018.

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Using machine learning to analyze data often results in developer exhaust -- code, logs, or metadata that do not define the learning algorithm but are byproducts of the data analytics pipeline. We study how the rich information present in developer exhaust can be used to approximately solve otherwise complex tasks. Specifically, we focus ...更多

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