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R package mrregression: Regression Analysis for Very Large Data Sets via Merge and Reduce

Description:

mrregression is an R package that enables the execution of frequentist and Bayesian linear regression on tall data sets, i.e. n >> d. It can be used with data that does not fit into R's main memory. The implementation follows the Merge and Reduce for statistical models introduced in [1].

[1] Geppert, Leo N., Katja Ickstadt, Alexander Munteanu, and Christian Sohler (2020). Streaming statistical models via Merge & Reduce. In: International Journal of Data Science and Analystics 10.4, 331–347 (2020). https://doi.org/10.1007/s41060-020-00226-0

Link:

https://CRAN.R-project.org/package=mrregression

Authors:

Denecke, Esther
Geppert, Leo N.

Projects:

SFB876-C4