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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

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Showing 101–150 of 155 papers

TitleStatusHype
Scalarizing Functions in Bayesian Multiobjective Optimization—0
Solving integer multi-objective optimization problems using TOPSIS, Differential Evolution and Tabu Search—0
Swarm Intelligence for Multiobjective Optimization of Extraction Process—0
Tchebycheff Procedure for Multi-task Text Classification—0
The Benefits of Population Diversity in Evolutionary Algorithms: A Survey of Rigorous Runtime Analyses—0
The Cone epsilon-Dominance: An Approach for Evolutionary Multiobjective Optimization—0
The Hybridization of Branch and Bound with Metaheuristics for Nonconvex Multiobjective Optimization—0
Theoretical Analyses of Multiobjective Evolutionary Algorithms on Multimodal Objectives—0
Towards Fairness-Aware Multi-Objective Optimization—0
Towards KAB2S: Learning Key Knowledge from Single-Objective Problems to Multi-Objective Problem—0
Transfer Learning based Dynamic Multiobjective Optimization Algorithms—0
Tuning metaheuristics by sequential optimization of regression models—0
Two novel feature selection algorithms based on crowding distance—0
UMOEA/D: A Multiobjective Evolutionary Algorithm for Uniform Pareto Objectives based on Decomposition—0
Using BART to Perform Pareto Optimization and Quantify its Uncertainties—0
Using Well-Understood Single-Objective Functions in Multiobjective Black-Box Optimization Test Suites—0
Achieving Diversity in Objective Space for Sample-efficient Search of Multiobjective Optimization Problems—0
Wasserstein Distributionally Robust Inverse Multiobjective Optimization—0
A Generative Machine Learning-Based Approach for Inverse Design of Multilayer Metasurfaces—0
AI-Assisted Detector Design for the EIC (AID(2)E)—0
Multi Agent Reinforcement Learning Trajectory Design and Two-Stage Resource Management in CoMP UAV VLC Networks—0
Analysis of Solution Quality of a Multiobjective Optimization-based Evolutionary Algorithm for Knapsack Problem—0
An Analysis of Phenotypic Diversity in Multi-Solution Optimization—0
An Assignment Problem Formulation for Dominance Move Indicator—0
An Effective and Efficient Evolutionary Algorithm for Many-Objective Optimization—0
An Efficient Approach for Solving Expensive Constrained Multiobjective Optimization Problems—0
An Empirical Study of Diversity of Word Alignment and its Symmetrization Techniques for System Combination—0
A novel multiobjective evolutionary algorithm based on decomposition and multi-reference points strategy—0
An Online Prediction Approach Based on Incremental Support Vector Machine for Dynamic Multiobjective Optimization—0
A Pareto Front-Based Multiobjective Path Planning Algorithm—0
A Pareto Optimal D* Search Algorithm for Multiobjective Path Planning—0
A Performance Investigation of Multimodal Multiobjective Optimization Algorithms in Solving Two Types of Real-World Problems—0
A portfolio approach to massively parallel Bayesian optimization—0
Application of Particle Swarm Optimization to Microwave Tapered Microstrip Lines—0
Approximation of a Pareto Set Segment Using a Linear Model with Sharing Variables—0
A preliminary survey on optimized multiobjective metaheuristic methods for data clustering using evolutionary approaches—0
Efficiently Tackling Million-Dimensional Multiobjective Problems: A Direction Sampling and Fine-Tuning Approach—0
A Robust Scientific Machine Learning for Optimization: A Novel Robustness Theorem—0
A Simulated Annealing-Based Multiobjective Optimization Algorithm for Minimum Weight Minimum Connected Dominating Set Problem—0
A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization—0
ATM-R: An Adaptive Tradeoff Model with Reference Points for Constrained Multiobjective Evolutionary Optimization—0
Averaged Hausdorff Approximations of Pareto Fronts based on Multiobjective Estimation of Distribution Algorithms—0
Balancing Common Treatment and Epidemic Control in Medical Procurement during COVID-19: Transform-and-Divide Evolutionary Optimization—0
Balancing Exploration and Exploitation for Solving Large-scale Multiobjective Optimization via Attention Mechanism—0
Benchmark for CEC 2024 Competition on Multiparty Multiobjective Optimization—0
Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator—0
Bi-fidelity Evolutionary Multiobjective Search for Adversarially Robust Deep Neural Architectures—0
Characterization of Constrained Continuous Multiobjective Optimization Problems: A Feature Space Perspective—0
Characterization of Constrained Continuous Multiobjective Optimization Problems: A Performance Space Perspective—0
Clustering-Based Evolutionary Federated Multiobjective Optimization and Learning—0
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