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» Towards automatic optimization of MapReduce programs
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WEBDB
2010
Springer
173views Database» more  WEBDB 2010»
13 years 10 months ago
Manimal: Relational Optimization for Data-Intensive Programs
The MapReduce distributed programming framework is very popular, but currently lacks the optimization techniques that have been standard with relational database systems for many ...
Michael J. Cafarella, Christopher Ré
USENIX
2008
13 years 7 months ago
Automatic Optimization of Parallel Dataflow Programs
Large-scale parallel dataflow systems, e.g., Dryad and Map-Reduce, have attracted significant attention recently. High-level dataflow languages such as Pig Latin and Sawzall are b...
Christopher Olston, Benjamin Reed, Adam Silberstei...
CIKM
2009
Springer
13 years 11 months ago
Packing the most onto your cloud
Parallel dataflow programming frameworks such as Map-Reduce are increasingly being used for large scale data analysis on computing clouds. It is therefore becoming important to a...
Ashraf Aboulnaga, Ziyu Wang, Zi Ye Zhang
ECOOP
1999
Springer
13 years 9 months ago
Towards Automatic Specialization of Java Programs
Abstract. Automatic program specialization can derive efficient implementations from generic components, thus reconciling the often opposing goals of genericity and efficiency. Thi...
Ulrik Pagh Schultz, Julia L. Lawall, Charles Conse...
SIGMOD
2010
ACM
255views Database» more  SIGMOD 2010»
13 years 9 months ago
Large graph processing in the cloud
As the study of graphs, such as web and social graphs, becomes increasingly popular, the requirements of efficiency and programming flexibility of large graph processing tasks c...
Rishan Chen, Xuetian Weng, Bingsheng He, Mao Yang