Large-scale data mining using genetics-based machine learning

Jaume Bacardit, Xavier Llorà
2013 Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery  
In the last decade, genetics-based machine learning methods have shown their competence in large-scale data mining tasks because of the scalability capacity that these techniques have demonstrated. This capacity goes beyond the innate massive parallelism of evolutionary computation methods by the proposal of a variety of mechanisms specifically tailored for machine learning tasks, including knowledge representations that exploit regularities in the datasets, hardware accelerations or
more » ... ive computing methods, among others. This paper reviews different classes of methods that alone or (in many cases) combined accelerate genetics-based machine learning methods. C 2013 Wiley Periodicals, Inc.
doi:10.1002/widm.1078 fatcat:3av5ue3zvranth3z7pvipcyz44