TY - GEN
T1 - On the path to sustainable, scalable, and energy-efficient data analytics
T2 - 2012 International Green Computing Conference, IGCC 2012
AU - Lakshminarasimhan, Sriram
AU - Kumar, Prabhat
AU - Liao, Wei Keng
AU - Choudhary, Alok
AU - Kumar, Vipin
AU - Samatova, Nagiza F.
PY - 2012
Y1 - 2012
N2 - As scientific data is reaching exascale, scalable and energy efficient data analytics is quickly becoming a top notch priority. Yet, a sustainable solution to this problem is hampered by a number of technical challenges that get exacerbated with the emerging hardware and software technology trends. In this paper, we present a number of recently created "secret sauces" that promise to address some of these challenges. We discuss transformative approaches to efficient data reduction, analytics-driven query processing, scalable analytical kernels, approximate analytics, among others. We propose a number of future directions that could be pursued on the path to sustainable data analytics at scale.
AB - As scientific data is reaching exascale, scalable and energy efficient data analytics is quickly becoming a top notch priority. Yet, a sustainable solution to this problem is hampered by a number of technical challenges that get exacerbated with the emerging hardware and software technology trends. In this paper, we present a number of recently created "secret sauces" that promise to address some of these challenges. We discuss transformative approaches to efficient data reduction, analytics-driven query processing, scalable analytical kernels, approximate analytics, among others. We propose a number of future directions that could be pursued on the path to sustainable data analytics at scale.
UR - http://www.scopus.com/inward/record.url?scp=84869383622&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84869383622&partnerID=8YFLogxK
U2 - 10.1109/IGCC.2012.6322265
DO - 10.1109/IGCC.2012.6322265
M3 - Conference contribution
AN - SCOPUS:84869383622
SN - 9781467321556
T3 - 2012 International Green Computing Conference, IGCC 2012
BT - 2012 International Green Computing Conference, IGCC 2012
Y2 - 4 June 2012 through 8 June 2012
ER -
