Principled design of evolutionary learning sytems for large scale data mining
Franco Gaviria, María Auxiliadora (2013) Principled design of evolutionary learning sytems for large scale data mining. PhD thesis, University of Nottingham.
Currently, the data mining and machine learning fields are facing new challenges because of the amount of information that is collected and needs processing. Many sophisticated learning approaches cannot simply cope with large and complex domains, because of the unmanageable execution times or the loss of prediction and generality capacities that occurs when the domains become more complex. Therefore, to cope with the volumes of information of the current realworld problems there is a need to push forward the boundaries of sophisticated data mining techniques.
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