Concepedia

Tuning hyperparameters of machine learning algorithms and deep neural networks using metaheuristics: A bioinformatics study on biomedical and biological cases

Sajjad Nematzadeh, Farzad Kiani, Mahsa Torkamanian-Afshar

Computational Biology and Chemistry · 2021 · 221 citations · 40 references

Concepts

ComputingBioinformaticsComputer ScienceComputational BiologyMachine LearningOptimizationDeep LearningEvolutionary ComputationEvolutionary OptimizationGenetic AlgorithmsMetaheuristic OptimizationOptimization For Machine LearningBenchmarking Of MetaheuristicsEvolutionary Hyperparameter OptimizationHyperparameter OptimizationHyperparameter TuningMeta-optimizationOptimization AlgorithmsOptimization-based Meta-learning

References

40

A Survey on Transfer Learning

Sinno Jialin Pan, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2009 · 23.2K citations

Computing, Computer Science, Data Mining +12

Grey Wolf Optimizer

Seyedali Mirjalili, Seyed Mohammad Mirjalili, Seyed Mohammad Mirjalili et al. · Advances in Engineering Software · 2014 · 18.4K citations · Full text

On the limited memory BFGS method for large scale optimization

Jorge Nocedal · Mathematical Programming · 1989 · 8.5K citations

Computing, Computer Engineering, Computer Science +12

FastTree: Computing Large Minimum Evolution Trees with Profiles instead of a Distance Matrix

Morgan N. Price, Paramvir Dehal, Adam P. Arkin · Molecular Biology and Evolution · 2009 · 5.9K citations · Full text

Life Sciences, Bioinformatics, Evolutionary Biology +17

A genetic algorithm tutorial

Darrell Whitley · Statistics and Computing · 1994 · 4.5K citations

Architecture, Computer Science, Algorithms +11