EMD stands for "Earth Movers' Distance," a mathematical concept used to measure the dissimilarity between two probability distributions. It quantifies the minimum amount of work required to transform one distribution into the other often applied in fields like computer science, statistics, and data analysis for comparing and matching data sets.