113 citations · 150 across the 3 of their papers we have counts for
3 papers
cs.DB2012★ 7 cited
Stubby: A Transformation-based Optimizer for MapReduce Workflows
Harold Lim, Herodotos Herodotou, Shivnath Babu
There is a growing trend of performing analysis on large datasets using workflows composed of MapReduce jobs connected through producer-consumer relationships based on data. This t…
cs.DC2011★ 113 cited
Hadoop Performance Models
Herodotos Herodotou
Hadoop MapReduce is now a popular choice for performing large-scale data analytics. This technical report describes a detailed set of mathematical performance models for describing…
cs.DB2009★ 30 cited
RIOT: I/O-Efficient Numerical Computing without SQL
Yi Zhang, Herodotos Herodotou, Jun Yang
R is a numerical computing environment that is widely popular for statistical data analysis. Like many such environments, R performs poorly for large datasets whose sizes exceed th…