Robust GPGPU plugin development for RapidMiner
Budapest University of Technology and Economics
RapidMiner Community Meeting And Conference (RCOMM), 2012
@article{kovacs2012robust,
title={Robust GPGPU plugin development for RapidMiner},
author={Kov{‘a}cs, A. and Prekopcs{‘a}k, Z.},
year={2012}
}
In recent years, significant number of papers [1][2] have been published about general-purpose graphical processing unit (GPGPU) programs which are able to accelerate computationally intensive applications by several times over conventional CPU programs. These papers raise an important question: With the current developer tools is it possible to integrate these GPU programs into a major industry application without serious performance degradation? We chose the k-Nearest Neighbors algorithm and one of the most popular open source data mining tool, RapidMiner, to analyze the potential of GPU plugin development.
July 18, 2012 by hgpu