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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 51–100 of 155 papers

TitleStatusHype
Dealing with Structure Constraints in Evolutionary Pareto Set Learning—0
Expert Learning through Generalized Inverse Multiobjective Optimization: Models, Insights and Algorithms—0
Flower Pollination Algorithm: A Novel Approach for Multiobjective Optimization—0
Global Convergence Analysis of the Flower Pollination Algorithm: A Discrete-Time Markov Chain Approach—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
Protein design by multiobjective optimization: evolutionary and non-evolutionary approaches—0
Regularisation Can Mitigate Poisoning Attacks: A Novel Analysis Based on Multiobjective Bilevel Optimisation—0
Robust path-following control design of heavy vehicles based on multiobjective evolutionary optimization—0
Runtime Analysis of Evolutionary Algorithms for Multiparty Multiobjective Optimization—0
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
Gridless Evolutionary Approach for Line Spectral Estimation with Unknown Model Order—0
Heterogeneous Objectives: State-of-the-Art and Future Research—0
iDSE: Navigating Design Space Exploration in High-Level Synthesis Using LLMs—0
Improving Performance Insensitivity of Large-scale Multiobjective Optimization via Monte Carlo Tree Search—0
Incorporating Deep Visual Features into Multiobjective based Multi-view Search Results Clustering—0
Inferring Parameters Through Inverse Multiobjective Optimization—0
Interpretable Apprenticeship Learning with Temporal Logic Specifications—0
Inverse Multiobjective Optimization Through Online Learning—0
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