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See the package documentation (?roll) to learn more about the motivation for online algorithms in rolling statistics, high-level description of the methodology, trade-offs to consider vs offline algorithms (precision and speed), and academic references, if needed. Also, the Wiki on algorithms for calculating variance is useful too.
What does it mean to calculate online/offline algorithm?
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