2 papers
math.OC2023
An Extension of the Non-Inferior Set Estimation Algorithm for Many Objectives
Marcos M. Raimundo, Paulo A. V. Ferreira, Fernando J. Von Zuben
This work proposes a novel multi-objective optimization approach that globally finds a representative non-inferior set of solutions, also known as Pareto-optimal solutions, by auto…
stat.ML2023
Online Multi-Task Learning with Recursive Least Squares and Recursive Kernel Methods
Gabriel R. Lencione, Fernando J. Von Zuben
This paper introduces two novel approaches for Online Multi-Task Learning (MTL) Regression Problems. We employ a high performance graph-based MTL formulation and develop two altern…