Large-scale machine learning using dryad LINQ

Scaling up Machine Learning: Parallel and Distributed Approaches

Volumn 9780521192248, Issue , 2011, Pages 49-68

  Budiu, Mihai ^a   Fetterly, Dennis ^a   Isard, Michael ^a   McSherry, Frank ^a   Yu, Yuan ^a  

^a MICROSOFT RESEARCH   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ABSTRACTING; ARTIFICIAL INTELLIGENCE; DISTRIBUTED COMPUTER SYSTEMS; EDUCATION; EMBEDDED SYSTEMS; LEARNING ALGORITHMS; LEARNING SYSTEMS; LIBRARIES; MATLAB; PROBLEM ORIENTED LANGUAGES;

DOMAIN SPECIFIC LANGUAGES; GENERAL PURPOSE LANGUAGES; GENERAL-PURPOSE COMPUTING; GENERAL-PURPOSE SYSTEMS; HIGH LEVEL OF ABSTRACTION; HIGH-LEVEL ABSTRACTION; LARGE-SCALE MACHINE LEARNING; MACHINE LEARNING PROBLEM;

HIGH LEVEL LANGUAGES;

EID: 84923468335     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1017/CBO9781139042918.004     Document Type: Chapter

References (8)

1. Dean, J., and Ghemawat, S. 2004 (Dec.). MapReduce: Simplified Data Processing on Large Clusters. Pages 137-150 of: Proceedings of the 6th Symposium on Operating Systems Design and Implementation (OSDI).
2. Duffy, J. 2007 (January). A Query Language for Data Parallel Programming. In: Proceedings of the 2007 Workshop on Declarative Aspects of Multicore Programming.
3. Google. 2010 (Accessed 27 August). Protocol Buffers. http://code.google.com/apis/protocolbuffers/.
4. Isard, M., Budiu, M., Yu, Y., Birrell, A., and Fetterly, D. 2007 (March). Dryad: Distributed Data-Parallel Programs from Sequential Building Blocks. Pages 59-72 of: Proceedings of European Conference on Computer Systems (EuroSys).
5. Microsoft. 2010 (Accessed 27 August). The LINQ Project. http://msdn.microsoft.com/netframework/future/linq/.
6. Shotton, J., Fitzgibbon, A., Cook, M., Sharp, T., Finocchio, M., Moore, R., Kipman, A., and Blake, A., Real-Time Human Pose Recognition in Parts from a Single Depth Image, In Computer Vision and Pattern Recognition (CVPR), 2011.
7. Yu, Y., Isard, M., Fetterly, D., Budiu, M., Erlingsson, Ú., Gunda, P. K., and Currey, J. 2008 (December 8-10). DryadLINQ: A System for General-Purpose Distributed Data-Parallel Computing Using a High-Level Language. In: Proceedings of the 8th Symposium on Operating Systems Design and Implementation (OSDI).
8. Yu, Y., Gunda, P. K., and Isard, M. 2009. Distributed Aggregation for Data-Parallel Computing: Interfaces and Implementations. Pages 247-260 of: SOSP ’09: Proceedings of the ACM SIGOPS 22nd Symposium on Operating Systems Principles. New York: ACM.