A convex combination is a linear combination of vectors where all coefficients are non-negative and sum to one, ensuring the result lies within the convex hull of the set of vectors. This concept is fundamental in optimization, probability, and various fields of mathematics, as it represents weighted averages that preserve the 'middle' or 'interior' property of the original set.