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Whale optimization approaches for wrapper feature selection

Applied Soft Computing · 2017 · Vol. 62 · pp. 441–453

Majdi Mafarja✉(Birzeit University)Seyedali Mirjalili(Griffith University)

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Metaheuristic Optimization Algorithms Research Evolutionary Algorithms and Applications Advanced Multi-Objective Optimization AlgorithmsFeature selectionComputer scienceCrossoverFeature (linguistics)Benchmark (surveying)Particle swarm optimizationArtificial intelligenceSelection (genetic algorithm)Tournament selectionGenetic algorithm

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References

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Particle swarm optimisation for feature selection in classification: Novel initialisation and updating mechanisms

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UCI Repository of machine learning databases

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Broad patterns of gene expression revealed by clustering analysis of tumor and normal colon tissues probed by oligonucleotide arrays

Proceedings of the National Academy of Sciences · 1999 · 4,201 citations

Molecular Classification of Cancer: Class Discovery and Class Prediction by Gene Expression Monitoring

Science · 1999 · 11,587 citations

Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy

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Normalized Mutual Information Feature Selection

IEEE Transactions on Neural Networks · 2009 · 1,271 citations

Hybrid Whale Optimization Algorithm with simulated annealing for feature selection

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