Convex combination In convex geometry , a convex combination is a linear combination of points where all coefficients are non-negative and sum to 1. More formally, given a finite number of points in a real vector space , a convex combination of these points is a point of the form where the real numbers satisfy and As a particular example, every convex combination of two points lies on the line segment between the points. A set is convex if it contains all convex combinations of its points. The convex hull of a given set of points is identical to the set of all their convex combinations.There exist subsets of a vector space that are not closed under linear combinations but are closed under convex combinations. For example, the interval is convex but generates the real-number line under linear combinations. Another example is the convex set of probability distributions , as linear combinations preserve neither nonnegativity nor affinity.Other objects Similarly, a convex combination of probability distributions is a weighted sum of its component probability distributions, often called a finite mixture distribution , with probability density function: A conical combination is a linear combination with nonnegative coefficients. When a point is to be used as the reference origin for defining displacement vectors , then is a convex combination of points if and only if the zero displacement is a non-trivial conical combination of their respective displacement vectors relative to. Weighted means are functionally the same as convex combinations, but they use a different notation. The coefficients in a weighted mean are not required to sum to 1; instead the weighted linear combination is explicitly divided by the count of the weights . Affine combinations are like convex combinations, but the coefficients are not required to be non-negative. Hence affine combinations are defined in vector spaces over any field .
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