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Vertex-cut method is a graph partitioning technique for distributed graph processing; it divides a graph into multiple partitions by replicating cross-cluster vertexes, and it assigns each partition to each computer in the distributed computation environment.
As a result, one can deploy a distributed computation environment that securely collects the data, does oblivious computations and returns the desired end results.
The results demonstrated that the MapReduce programming framework could improve the performance of common signal detection algorithms for pharmacovigilance [ 30] in a distributed computation environment at approximately linear speedup rates.
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Even in a distributed computing environment this phase is often demoted to a secondary aspect in the computation and treated with offline postprocessing tools, frequently not even disclosed in performance results.
In addition, the availability of open-source parallel and distributed computing environments like Apache Hadoop (hadoop.apache.org) which can run on commodity computers make tools that can exploit parallel computation, like LDALR, very practical solutions to solving complex problems.
As part of work on methods for enactment of computation in grid environments, we are developing a URDME server module that enables remote execution in distributed computing environments [ 52].
The proposed approach exploits a fuzzy clustering criterion that combined With the agent paradigm conceived as a simple and powerful bridge between asynchronous and distributed computation and Matlab environment permits to achieve better results, both in terms of a reduced computational effort and an improved efficiency of the control system over various driving cycles.
The environment is constructed on top of CMTM, an existing environment that enables distributed computation via an MPI API for MATLAB.
Therefore, the design of a new ODE solving environment for stiff or large ODE systems must take into account some facilities for parallel or distributed computation.
A distributed computation is one that is carried out on more than one machine in a cooperative manner.
They require distributed computation and communication protocols.
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