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For the one-variance component model, the permutations can be done extremely cheaply by caching all the expensive computations from the real data (computations related to the matrix determinant and inverse), thereby reducing the computational complexity from quadratic to linear in the size of the gene sets.
MapReduce was recently introduced to provide an efficient approach for handling large-scale data computations.
This incremental nature of data motivates the development of new systems to perform large-scale data computations incrementally.
Most large-scale data computations in the cloud heavily rely on the MapReduce paradigm and on its Hadoop implementation.
Another reduction method that reduces the data computations of data clustering is sampling [4], which can also be used to speed up the computation time of data analytics.
Applications that might need eASIC power could range from baseband and radio heads in 4G and 5G networks as well as applications based in the cloud that require heavy data computations, for example AI and video services, or financial risk analysis.
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The book is broadly divided into four parts on Graphics: Looking at Data, Analytics: Modeling Data, Computation: Mining Data and Applications: Using Data.
A distributed computing system is able to perform data computation and distribution of results at the same time.
Yet, despite this revolutionary development, Daubechies said, relatively little effort had been made to refine our methods of data computation.
Evaluation / Assessment: Students will be evaluated based on participation in the initial task and subsequent class discussion, contribution to the experiment and data computation, and thoughtful completion of the written assignment.
If a cash-strapped government wishes to step back from cradle-to-grave obligations, then at least give everybody guided access to its ample resources of data computation to inform the extra choices that devolve on us.
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