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Proceedings of the third international conference on Genetic algorithms
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Artficial Immune Systems and Their Applications
Artficial Immune Systems and Their Applications
Multi-Objective Optimization Using Evolutionary Algorithms
Multi-Objective Optimization Using Evolutionary Algorithms
Artificial Immune Systems: A New Computational Intelligence Paradigm
Artificial Immune Systems: A New Computational Intelligence Paradigm
Multiple Objective Optimization with Vector Evaluated Genetic Algorithms
Proceedings of the 1st International Conference on Genetic Algorithms
Genetic Algorithms for Multiobjective Optimization: FormulationDiscussion and Generalization
Proceedings of the 5th International Conference on Genetic Algorithms
Genetic Algorithms and the Immune System
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
A Variant of Evolution Strategies for Vector Optimization
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
Multi-Objective Optimization by Means of the Thermodynamical Genetic Algorithm
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
AE '95 Selected Papers from the European conference on Artificial Evolution
Multiobjective evolutionary algorithms: classifications, analyses, and new innovations
Multiobjective evolutionary algorithms: classifications, analyses, and new innovations
Approximating the Nondominated Front Using the Pareto Archived Evolution Strategy
Evolutionary Computation
Comparison of Multiobjective Evolutionary Algorithms: Empirical Results
Evolutionary Computation
Evolutionary Algorithms for Solving Multi-Objective Problems (Genetic and Evolutionary Computation)
Evolutionary Algorithms for Solving Multi-Objective Problems (Genetic and Evolutionary Computation)
Multi-objective genetic algorithms: Problem difficulties and construction of test problems
Evolutionary Computation
A fast and elitist multiobjective genetic algorithm: NSGA-II
IEEE Transactions on Evolutionary Computation
Learning and optimization using the clonal selection principle
IEEE Transactions on Evolutionary Computation
A new multi-objective evolutionary algorithm for solving high complex multi-objective problems
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Immune optimization algorithm for constrained nonlinear multiobjective optimization problems
Applied Soft Computing
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An artificial immune system with partially specified antibodies
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Design of mixed H2/H∞ control systems using algorithms inspired by the immune system
Information Sciences: an International Journal
Multiobjective immune algorithm with nondominated neighbor-based selection
Evolutionary Computation
MOBAIS: A Bayesian Artificial Immune System for Multi-Objective Optimization
ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
A novel hybrid immune algorithm for global optimization in design and manufacturing
Robotics and Computer-Integrated Manufacturing
Cost-effective base station deployment approach based on artificial immune systems
Proceedings of the 3rd International Conference on Bio-Inspired Models of Network, Information and Computing Sytems
Orthogonal immune algorithm with diversity-based selection for numerical optimization
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
A Novel Artificial Immune System for Multiobjective Optimization Problems
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
WBMOAIS: A novel artificial immune system for multiobjective optimization
Computers and Operations Research
An evolutionary memetic algorithm for rule extraction
Expert Systems with Applications: An International Journal
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Hybrid immune algorithm with intelligent recombination
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Effects of Similarity-Based Selection on WBMOIA: A Weight-Based Multiobjective Immune Algorithm
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Overview of artificial immune systems for multi-objective optimization
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Artificial immune system to find a set of k-spanning trees with low costs and distinct topologies
ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
A steepest descent evolution immune algorithm for multimodal function optimization
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
Microarray data biclustering with multi-objective immune algorithm
ICNC'09 Proceedings of the 5th international conference on Natural computation
A multiobjective immune clustering ensemble technique applied to unsupervised SAR image segmentation
Proceedings of the ACM International Conference on Image and Video Retrieval
HCS: a new local search strategy for memetic multiobjective evolutionary algorithms
IEEE Transactions on Evolutionary Computation
Some comments on GD and IGD and relations to the Hausdorff distance
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Coupling of immune algorithms and game theory in multiobjective optimization
ICAISC'10 Proceedings of the 10th international conference on Artifical intelligence and soft computing: Part II
An immune memory clonal algorithm for numerical and combinatorial optimization
Frontiers of Computer Science in China
Enhanced index tracking based on multi-objective immune algorithm
Expert Systems with Applications: An International Journal
Integrated circuit optimization by means of evolutionary multi-objective optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
Automatic multiple circle detection based on artificial immune systems
Expert Systems with Applications: An International Journal
An adaptive evolutionary multi-objective approach based on simulated annealing
Evolutionary Computation
Multiobjective optimization of ensembles of multilayer perceptrons for pattern classification
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
A population adaptive based immune algorithm for solving multi-objective optimization problems
ICARIS'06 Proceedings of the 5th international conference on Artificial Immune Systems
Omni-aiNet: an immune-inspired approach for omni optimization
ICARIS'06 Proceedings of the 5th international conference on Artificial Immune Systems
A quantum inspired evolutionary framework for multi-objective optimization
EPIA'05 Proceedings of the 12th Portuguese conference on Progress in Artificial Intelligence
GISMOO: A new hybrid genetic/immune strategy for multiple-objective optimization
Computers and Operations Research
Multi-objective immune algorithm with Baldwinian learning
Applied Soft Computing
A new multi-objective evolutionary algorithm based on a performance assessment indicator
Proceedings of the 14th annual conference on Genetic and evolutionary computation
A multi-objective artificial immune system based on hypervolume
ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
Clustering-Based multi-objective immune optimization evolutionary algorithm
ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
International Journal of Applied Evolutionary Computation
A novel micro-population immune multiobjective optimization algorithm
Computers and Operations Research
A memetic algorithm for the multi-objective flexible job shop scheduling problem
Proceedings of the 15th annual conference on Genetic and evolutionary computation
An adaptive single-point algorithm for global numerical optimization
Expert Systems with Applications: An International Journal
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In this paper, we propose an algorithm based on the clonal selection principle to solve multiobjective optimization problems (either constrained or unconstrained). The proposed approach uses Pareto dominance and feasibility to identify solutions that deserve to be cloned, and uses two types of mutation: uniform mutation is applied to the clones produced and non-uniform mutation is applied to the 驴not so good驴 antibodies (which are represented by binary strings that encode the decision variables of the problem to be solved). We also use a secondary (or external) population that stores the nondominated solutions found along the search process. Such secondary population constitutes the elitist mechanism of our approach and it allows it to move towards the true Pareto front of a problem over time. Our approach is compared with three other algorithms that are representative of the state-of-the-art in evolutionary multiobjective optimization. For our comparative study, three metrics are adopted and graphical comparisons with respect to the true Pareto front of each problem are also included. Results indicate that the proposed approach is a viable alternative to solve multiobjective optimization problems.