A convex function is a type of mathematical function where a line segment joining any two points on its graph lies above or on the graph itself, indicating that the function's value at the midpoint is less than or equal to the average of its values at the endpoints. This property is crucial in optimization because it ensures that any local minimum of a convex function is also a global minimum, simplifying the search for optimal solutions.