Efficient analytics on ordered datasets using MapReduce

HPDC 2013 - Proceedings of the 22nd ACM International Symposium on High-Performance Parallel and Distributed Computing

Volumn , Issue , 2013, Pages 125-126

  Yin, Jiangtao ^a   Liao, Yong ^b   Baldi, Mario ^b   Gao, Lixin ^a   Nucci, Antonio ^b  

^a UNIVERSITY OF MASSACHUSETTS   (United States)

^b Narus Inc   (United States)

Author keywords

distributed framework; mapreduce hadoop; ordered dataset

Indexed keywords

BEHAVIORAL RESEARCH; INFORMATION ANALYSIS;

CLICK-THROUGH RATE; DATA ANALYSIS TOOL; DISTRIBUTED FRAMEWORK; MAP-REDUCE; ORDERED DATASET; RELATIVE ORDER; TRANSACTION ID; USER BEHAVIORS;

LARGE DATASET;

EID: 84880078588     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2462902.2462930     Document Type: Conference Paper

References (8)

1. Apache Hadoop. http://hadoop.apache.org/.
2. World Cup 1998. http://ita.ee.lbl.gov/html/contrib/WorldCup.html.
3. J. Dean and S. Ghemawat. MapReduce: Simplified data processing on large clusters. In OSDI '04, 2004.
4. J. Ekanayake, H. Li, B. Zhang, T. Gunarathne, S.-H. Bae, J. Qiu, and G. Fox. Twister: a runtime for iterative MapReduce. In HPDC '10, 2010.
5. T. White. Hadoop: The Definitive Guide. O'Reilly Media, Inc., 1st edition, 2009.
6. J. Yin, Y. Zhang, and L. Gao. Accelerating expectation-maximization algorithms with frequent updates. In CLUSTER '12, 2012.
7. Y. Zhang, Q. Gao, L. Gao, and C. Wang. iMapReduce: A distributed computing framework for iterative computation. In IPDPSW '11, 2011.
8. Y. Zhang, Q. Gao, L. Gao, and C. Wang. PrIter: A distributed framework for prioritized iterative computations. In SOCC '11, 2011.