After rewriting your code to utilize these procedures, you may experience a 1.5x-2x speedup, which is substantial, but still can be lacking compared to R’s compiled counterparts. As with most interpreted languages, we are taught to eschew loops in favor of vectorized operations, which requires learning the somewhat byzantine suite of functions that comprise the “apply” family. Obtaining good computational performance in R can be a frustrating experience.
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