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math.NA2019
Modeling Hessian-vector products in nonlinear optimization: New Hessian-free methods
Lili Song, Luis Nunes Vicente
In this paper, we suggest two ways of calculating interpolation models for unconstrained smooth nonlinear optimization when Hessian-vector products are available. The main idea is…
math.NA2019★ 8 cited
The stochastic multi-gradient algorithm for multi-objective optimization and its application to supervised machine learning
Suyun Liu, Luis Nunes Vicente
Optimization of conflicting functions is of paramount importance in decision making, and real world applications frequently involve data that is uncertain or unknown, resulting in…