Whence to Learn? Transferring Knowledge in Configurable Systems Using BEETLE

IEEE Transactions on Software Engineering(2021)

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摘要
As software systems grow in complexity and the space of possible configurations increases exponentially, finding the near-optimal configuration of a software system becomes challenging. Recent approaches address this challenge by learning performance models based on a sample set of configurations. However, collecting enough sample configurations can be very expensive since each such sample require...
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关键词
Optimization,Software systems,Data collection,Performance evaluation,Computer science,Software engineering,Transfer learning
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