[图书][B] Riemannian optimization and its applications

H Sato - 2021 - Springer
Mathematical optimization is an important branch of applied mathematics. Different classes
of optimization problems are categorized based on their problem structures. While there are …

[HTML][HTML] A survey on multiobjective descent methods

EH Fukuda, LMG Drummond - Pesquisa Operacional, 2014 - SciELO Brasil
We present a rigorous and comprehensive survey on extensions to the multicriteria setting of
three well-known scalar optimization algorithms. Multiobjective versions of the steepest …

ε-subgradient algorithms for locally lipschitz functions on Riemannian manifolds

P Grohs, S Hosseini - Advances in Computational Mathematics, 2016 - Springer
This paper presents a descent direction method for finding extrema of locally Lipschitz
functions defined on Riemannian manifolds. To this end we define a set-valued mapping …

Fair canonical correlation analysis

Z Zhou, D Ataee Tarzanagh, B Hou… - Advances in …, 2024 - proceedings.neurips.cc
This paper investigates fairness and bias in Canonical Correlation Analysis (CCA), a widely
used statistical technique for examining the relationship between two sets of variables. We …

Proximal point method for a special class of nonconvex functions on Hadamard manifolds

GC Bento, OP Ferreira, PR Oliveira - Optimization, 2015 - Taylor & Francis
In this article, we present the proximal point method for finding minima of a special class of
nonconvex function on a Hadamard manifold. The well definedness of the sequence …

Nonsmooth trust region algorithms for locally Lipschitz functions on Riemannian manifolds

P Grohs, S Hosseini - IMA Journal of Numerical Analysis, 2016 - academic.oup.com
This paper presents a Riemannian trust region algorithm for unconstrained optimization
problems with locally Lipschitz objective functions defined on complete Riemannian …

[HTML][HTML] Nash-type equilibria on Riemannian manifolds: a variational approach

A Kristály - Journal de Mathématiques Pures et Appliquées, 2014 - Elsevier
Motivated by Nash equilibrium problems on 'curved'strategy sets, the concept of Nash–
Stampacchia equilibrium points is introduced via variational inequalities on Riemannian …

Continuous multiobjective programming

MM Wiecek, M Ehrgott, A Engau - … criteria decision analysis: State of the …, 2016 - Springer
We present our view of the state of the art in continuous multiobjective programming. After
an introduction we formulate the multiobjective program (MOP) and define the most …

Inexact proximal point methods for multiobjective quasiconvex minimization on Hadamard manifolds

EA Papa Quiroz, N Baygorrea Cusihuallpa… - Journal of Optimization …, 2020 - Springer
In this paper, we present two inexact scalarization proximal point methods to solve
quasiconvex multiobjective minimization problems on Hadamard manifolds. Under standard …

A trust region method for solving multicriteria optimization problems on riemannian manifolds

N Eslami, B Najafi, SM Vaezpour - Journal of Optimization Theory and …, 2023 - Springer
We extend and analyze the trust region method for solving smooth and unconstrained
multicriteria optimization problems on Riemannian manifolds. At each iteration of this …