Data Mining Using Parallel Multi-objective Evolutionary Algorithms on Graphics Processing Units

@inproceedings{Wong2013DataMU,
  title={Data Mining Using Parallel Multi-objective Evolutionary Algorithms on Graphics Processing Units},
  author={Man Leung Wong and Geng Cui},
  booktitle={Massively Parallel Evolutionary Computation on GPGPUs},
  year={2013}
}
An important and challenging data mining application in marketing is to learn models for predicting potential customers who contribute large profits to a company under resource constraints. In this chapter, we first formulate this learning problem as a constrained optimization problem and then convert it to an unconstrained multi-objective optimization problem (MOP), which can be handled by some multi-objective evolutionary algorithms (MOEAs). However, MOEAs may execute for a long time for the… CONTINUE READING