Bitten by Sample Selection Bias

At this week’s meeting of the High Energy Astrophysics Division of the American Astronomical Society, I learned that one of the teams analyzing data from a NASA observatory had run into trouble with their machine learning classifier.  Their problem illustrates one of the particular challenges of machine learning in astronomy: sample selection bias. At first […]