Norm interpolation is a mathematical technique used to estimate values within a range of known data points by applying norms, which are functions that assign a strictly positive length or size to each vector in a vector space, except for the zero vector. This method is particularly useful in fields requiring precise measurements and predictions, such as engineering, physics, and computer science, where it aids in the approximation of unknown values based on existing data.