Scientific Research Publishing

Vector-Valued Convex Functions ()

Convex analysis plays a fundamental role in mathematics. In this paper, we extend the concept of convexity to vector-valued functions in Banach lattices. We introduce the notion of “order convexity” ...
IEEE

Generalization Bounds of Multitask Learning From Perspective of Vector-Valued Function Learning

Abstract: In this article, we study the generalization performance of multitask learning (MTL) by considering MTL as a learning process of vector-valued functions (VFs). We will answer two theoretical ...