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Multiobjective Optimization

Multi-objective optimization (also known as multi-objective programming, vector optimization, multicriteria optimization, multiattribute optimization or Pareto optimization) is an area of multiple criteria decision making that is concerned with mathematical optimization problems involving more than one objective function to be optimized simultaneously. Multi-objective optimization has been applied in many fields of science, including engineering, economics and logistics where optimal decisions need to be taken in the presence of trade-offs between two or more conflicting objectives. Minimizing cost while maximizing comfort while buying a car, and maximizing performance whilst minimizing fuel consumption and emission of pollutants of a vehicle are examples of multi-objective optimization problems involving two and three objectives, respectively. In practical problems, there can be more than three objectives.

Papers

Showing 4150 of 155 papers

TitleStatusHype
A multiobjective continuation method to compute the regularization path of deep neural networksCode0
Achieving Diversity in Objective Space for Sample-efficient Search of Multiobjective Optimization Problems0
Optimizing fairness tradeoffs in machine learning with multiobjective meta-modelsCode1
A framework for fully autonomous design of materials via multiobjective optimization and active learning: challenges and next stepsCode0
Efficiently Tackling Million-Dimensional Multiobjective Problems: A Direction Sampling and Fine-Tuning Approach0
Improving Performance Insensitivity of Large-scale Multiobjective Optimization via Monte Carlo Tree Search0
Characterization of Constrained Continuous Multiobjective Optimization Problems: A Performance Space Perspective0
ATM-R: An Adaptive Tradeoff Model with Reference Points for Constrained Multiobjective Evolutionary Optimization0
The Hybridization of Branch and Bound with Metaheuristics for Nonconvex Multiobjective Optimization0
The Hypervolume Indicator Hessian Matrix: Analytical Expression, Computational Time Complexity, and SparsityCode0
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