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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 101110 of 155 papers

TitleStatusHype
Efficient and Sparse Neural Networks by Pruning Weights in a Multiobjective Learning ApproachCode0
Balancing Common Treatment and Epidemic Control in Medical Procurement during COVID-19: Transform-and-Divide Evolutionary Optimization0
A Generative Machine Learning-Based Approach for Inverse Design of Multilayer Metasurfaces0
The Cone epsilon-Dominance: An Approach for Evolutionary Multiobjective Optimization0
Tchebycheff Procedure for Multi-task Text Classification0
Effects of Discretization of Decision and Objective Spaces on the Performance of Evolutionary Multiobjective Optimization Algorithms0
Regularisation Can Mitigate Poisoning Attacks: A Novel Analysis Based on Multiobjective Bilevel Optimisation0
An Assignment Problem Formulation for Dominance Move Indicator0
How to Evaluate Solutions in Pareto-based Search-Based Software Engineering? A Critical Review and Methodological GuidanceCode0
MODRL/D-AM: Multiobjective Deep Reinforcement Learning Algorithm Using Decomposition and Attention Model for Multiobjective Optimization0
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