The Interplay of Sampling and Machine Learning for Software Performance Prediction

Artificial intelligence has gained considerable momentum in software engineering, but there are major challenges that make this domain special. We review recent advances, raise awareness of the distinctiveness of software configuration spaces, and provide practical guidelines for modeling, predicting, and optimizing performance.