A distance function is a mathematical construct used to quantify the similarity or dissimilarity between elements in a space, typically satisfying properties like non-negativity, identity of indiscernibles, symmetry, and the triangle inequality. These functions are fundamental in various fields such as machine learning, optimization, and computational geometry, where they help in clustering, classification, and nearest neighbor searches.