Topology of Pareto sets of strongly convex problems

N Hamada, K Hayano, S Ichiki, Y Kabata… - SIAM Journal on …, 2020 - SIAM
A multiobjective optimization problem is simplicial if the Pareto set and front are
homeomorphic to a simplex and, under the homeomorphisms, each face of the simplex …

Topology of Nash Equilibrium Set with Quadratic Vector Payoff Functions

Z Guo, T Hayakawa - 2024 American Control Conference …, 2024 - ieeexplore.ieee.org
The condition when the Nash equilibrium set has a simple topological structure is presented.
Specifically, we first define the terms 'weakly simplicial'and 'simplicial'for the Nash …

All unconstrained strongly convex problems are weakly simplicial

Y Mizota, N Hamada, S Ichiki - arXiv preprint arXiv:2106.12704, 2021 - arxiv.org
A multi-objective optimization problem is $ C^ r $ weakly simplicial if there exists a $ C^ r $
surjection from a simplex onto the Pareto set/front such that the image of each subsimplex is …

B\'ezier Flow: a Surface-wise Gradient Descent Method for Multi-objective Optimization

A Sannai, Y Hikima, K Kobayashi, A Tanaka… - arXiv preprint arXiv …, 2022 - arxiv.org
In this paper, we propose a strategy to construct a multi-objective optimization algorithm from
a single-objective optimization algorithm by using the B\'ezier simplex model. Also, we …

Free Disposal Hull Condition to Verify When Efficiency Coincides with Weak Efficiency

N Hamada, S Ichiki - Journal of Optimization Theory and Applications, 2022 - Springer
In solving a multi-objective optimization problem by scalarization techniques, solutions to a
scalarized problem are, in general, weakly efficient rather than efficient to the original …

Approximate Bayesian Computation of B\'ezier Simplices

A Tanaka, A Sannai, K Kobayashi… - arXiv preprint arXiv …, 2021 - arxiv.org
B\'ezier simplex fitting algorithms have been recently proposed to approximate the Pareto
set/front of multi-objective continuous optimization problems. These new methods have …

ベジエ単体フィッティングの細分に基づくElastic Net の効率的チューニング

財前貴一, 濱田直希 - 人工知能学会全国大会論文集第37 回(2023), 2023 - jstage.jst.go.jp
抄録 Elastic Net はスパースモデリングの基本的な手法であり, そのハイパーパラメタチューニング
は, ベジエ曲線の高次元拡張であるベジエ単体という幾何図形を利用して効率化できることが示唆 …