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Can we vectorize?

Vectorization is a method to implicitly parallelize simple operations on a series of inputs that are present in the R workspace. It relies on low-level loops to perform a single operation on many inputs. And it is faster than any parallelization we can perform. We should employ vectorization whenever the situation allows it.

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Parallel Programming in R

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