Rfast-package: A Collection of Efficient and Extremely Fast R Functions

Rfast-packageR Documentation

A Collection of Efficient and Extremely Fast R Functions

Description

A collection of fast (utility) functions for data analysis. Column and row wise means, medians, variances, minimums, maximums, many t, F and G-square tests, many regressions (normal, logistic, Poisson), are some of the many fast functions. References: a) Tsagris M., Papadakis M. (2018). Taking R to its limits: 70+ tips. PeerJ Preprints 6:e26605v1 <doi:10.7287/peerj.preprints.26605v1>. b) Tsagris M. and Papadakis M. (2018). Forward regression in R: from the extreme slow to the extreme fast. Journal of Data Science, 16(4): 771–780. <doi:10.6339/JDS.201810_16(4).00006>. c) Chatzipantsiou C., Dimitriadis M., Papadakis M. and Tsagris M. (2020). Extremely Efficient Permutation and Bootstrap Hypothesis Tests Using Hypothesis Tests Using R. Journal of Modern Applied Statistical Methods, 18(2), eP2898. <doi:10.48550/arXiv.1806.10947>.

Details

Package: \packageNameRfast
Type: \packageTypeRfast
Version: \packageVersionRfast
Date: \packageDateRfast
License: \packageLicenseRfast

Maintainers

Manos Papadakis <rfastofficial@gmail.com>

Note

Acknowledgments: We would like to acknowledge:

  • Professor Kurt Hornik, Doctor Uwe Ligges (and the rest of R core team) for their invaluable help with this R package.

  • Erich Studerus for his invaluable comments.

  • Neal Fultz for his suggestions.

  • Vassilis Vasdekis for his invaluable help with the random effects models.

  • Marios Dimitriadis' work was funded by the Special Account for Research Funds of the University of Crete, Department of Computer Science.

  • Phillip Si is greatly acknowledged for his help with the Floyd-Warshal algorithm.

  • Keefe Murphy for his invaluable help with NEWS file and for his suggestions.

  • Zacharias Papadovassilakis gave us the inspiration for the memory efficient version of the k-NN algorithm.

  • Yannis Pantazis explained us how the orhtogonal matching pursuit works.

  • Achim Zeileis for his help with the quasi Poisson regression models.

  • Pedro J. Aphalo for finding a bug.

  • Dimitris Kyriakis for finding a bug.

  • Cyrille Conord for finding a bug.

  • Aaron Robotham for finding a bug.

  • Calvin Pan from the Department of Human Genetics at UCLA found a bug in the function glm_logistic and he is greatly acknowledged for that.

  • Adam Muschielok from Rodenstock GmbH found a bug in the function vmf.mle and he is greatly acknowledged for that.

  • Bret Presnell for detecting and correcting a bug in the function rvmf.

  • Gabriel Hoffman for spotting a mistake in the fuction dirimultinom.mle.

  • Lutz von der Burchard for spotting a bug in the function bic.corfsreg.

Author(s)

  • Manos Papadakis <papadakm95@gmail.com>

  • Michail Tsagris <mtsagris@uoc.gr>

  • Marios Dimitriadis <kmdimitriadis@gmail.com>

  • Stefanos Fafalios <stefanosfafalios@gmail.com>

  • Ioannis Tsamardinos <tsamard@csd.uoc.gr>

  • Matteo Fasiolo <matteo.fasiolo@gmail.com>

  • Giorgos Borboudakis <borbudak@gmail.com>

  • John Burkardt <jburkardt@fsu.edu>

  • Kleanthi Lakiotaki <kliolak@gmail.com>

  • Changliang Zou <nk.chlzou@gmail.com>

  • Christina Chatzipantsiou <chatzipantsiou@gmail.com>


Rfast documentation built on Nov. 9, 2023, 5:06 p.m.