For example, iteration algorithms such as simulated annealing, SVM,...
Have you looked at
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6122723
Parallel execution of distributed SVM using MPI (CoDLib)
Probably better results can be obtained by allocating more VMs dynamically.
It is a good idea,thank you very much. do you do research on this field?
For now, only development on the infrastructure side. But yes, we shall also do research with our platform soon.
I'm not sure what your specfic field of interest is, but I can highly recommend the book "Data-Intensive Text Processing with MapReduce" which is available online at http://lintool.github.io/MapReduceAlgorithms/ed1n.html.
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Hi Defu, you should have a look at Stratosphere.eu, it has support for iterative algorithms in large clusters.
I attached the paper describing it! (This is the full paper: http://vldb.org/pvldb/vol5/p1268_stephanewen_vldb2012.pdf)
Please contact me if you have further questions.
Article Spinning Fast Iterative Data Flows
Many thanks,I will read this paper and discuss with you if I have some problem.
I believe that the best new way to cluster data point is Golay Code, you can read my paper is about searching application using Golay code:
https://www.researchgate.net/publication/273755276_An_Efficient_Technique_for_Searching_Very_Large_Files_with_Fuzzy_Criteria_Using_the_Pigeonhole_Principle
https://www.researchgate.net/publication/273460887_Construction_of_FuzzyFind_Dictionary_using_Golay_Coding_Transformation_for_Searching_Applications
Conference Paper An Efficient Technique for Searching Very Large Files with F...
Article Construction of FuzzyFind Dictionary using Golay Coding Tran...
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