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Titlebook: Machine Learning for Evolution Strategies; Oliver Kramer Book 2016 Springer International Publishing Switzerland 2016 Big Data.Data Mining

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Studies in Big Datahttp://image.papertrans.cn/m/image/620621.jpg
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Clustering-Based Niching space. In many optimization scenarios, it is reasonable to evolve multiple equivalent solutions, as one solution may not be realizable in practice. Alternative optima allow the practitioner the fast switching between solutions.
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Covariance Matrix EstimationCovariance matrix estimation allows the adaptation of Gaussian-based mutation operators to local solution space characteristics.
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Machine LearningThe overall amount of data is steadily growing. Examples are the human genome project, NASA earth observations, time series in smart power grids, and the enormous amount of social media data. Learning from data belongs to the most important and fascinating fields in computer science. The discipline is called machine learning or data mining.
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