Citation

Ishwaran H. (2025). Multivariate Statistics: Classical Foundations and Modern Machine Learning, CRC Press.

@book{ishwaran2025multivariate,
  title={Multivariate Statistics: Classical Foundations and Modern Machine Learning},
  author={Ishwaran, Hemant},
  year={2025},
  publisher={CRC Press}
}

Ishwaran H. and Kogalur U.B. (2023). Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC), R package version 3.2.0.

@Manual{,
  title = {Fast Unified Random Forests for Survival, Regression, and
Classification (RF-SRC)},
  author = {H. Ishwaran and U.B. Kogalur},
  publisher = {manual},
  year = {2023},
  note = {R package version 3.2.0},
  url = {https://cran.r-project.org/package=randomForestSRC},
  pdf = {https://cran.r-project.org/web/packages/randomForestSRC/randomForestSRC.pdf},
}

Ishwaran H. and Kogalur U.B. (2007). Random survival forests for R. R News 7(2), 25--31.

@Article{,
  title = {Random survival forests for R},
  author = {H. Ishwaran and U.B. Kogalur},
  journal = {R News},
  year = {2007},
  volume = {7},
  number = {2},
  pages = {25--31},
  month = {October},
  url = {https://CRAN.R-project.org/doc/Rnews/},
  pdf = {https://CRAN.R-project.org/doc/Rnews/Rnews_2007-2.pdf},
}

Ishwaran H., Kogalur U.B., Blackstone E.H. and Lauer M.S. (2008). Random survival forests. Ann. Appl. Statist. 2(3), 841--860.

@Article{,
  title = {Random survival forests},
  author = {H. Ishwaran and U.B. Kogalur and E.H. Blackstone and M.S. Lauer},
  journal = {Ann. Appl. Statist.},
  year = {2008},
  volume = {2},
  number = {3},
  pages = {841--860},
  url = {https://arXiv.org/abs/0811.1645v1},
  pdf = {http://arxiv.org/pdf/0811.1645},
}

H. Ishwaran, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: getting started with randomForestSRC vignette.” https://luminwin.github.io/randomForestSRC/articles/getstarted.html.

@Misc{,
  author = {Hemant Ishwaran and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: getting started with {randomForestSRC} vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/getstarted.html},
}

H. Ishwaran, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: installing randomForestSRC vignette.” https://luminwin.github.io/randomForestSRC/articles/installation.html.

@Misc{,
  author = {Hemant Ishwaran and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: installing {randomForestSRC} vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/installation.html},
}

H. Ishwaran, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: parallel processing vignette.” https://luminwin.github.io/randomForestSRC/articles/parallel.html.

@Misc{,
  author = {Hemant Ishwaran and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: parallel processing vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/parallel.html},
}

H. Ishwaran, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: hybrid parallel processing vignette.” https://luminwin.github.io/randomForestSRC/articles/hybrid.html.

@Misc{,
  author = {Hemant Ishwaran and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: hybrid parallel processing vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/hybrid.html},
}

H. Ishwaran, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: randomForestSRC algorithm vignette.” https://luminwin.github.io/randomForestSRC/articles/algorithm.html.

@Misc{,
  author = {Hemant Ishwaran and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: {randomForestSRC} algorithm vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/algorithm.html},
}

H. Ishwaran, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: speedup random forest analyses vignette.” https://luminwin.github.io/randomForestSRC/articles/speedup.html.

@Misc{,
  author = {Hemant Ishwaran and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: speedup random forest analyses vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/speedup.html},
}

H. Ishwaran, M. S. Lauer, E. H. Blackstone, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: random survival forests vignette.” https://luminwin.github.io/randomForestSRC/articles/survival.html.

@Misc{,
  author = {Hemant Ishwaran and Michael S. Lauer and Eugene H. Blackstone and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: random survival forests vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/survival.html},
}

H. Ishwaran, T. A. Gerds, B. M. Lau, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: competing risks vignette.” https://luminwin.github.io/randomForestSRC/articles/competing.html.

@Misc{,
  author = {Hemant Ishwaran and Thomas A. Gerds and Bryan M. Lau and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: competing risks vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/competing.html},
}

H. Ishwaran, R. O’Brien, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: random forests quantile classifier (RFQ) vignette.” https://luminwin.github.io/randomForestSRC/articles/imbalance.html.

@Misc{,
  author = {Hemant Ishwaran and Robert O'Brien and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: random forests quantile classifier {(RFQ)} vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/imbalance.html},
}

H. Ishwaran, F. Tang, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: multivariate splitting rule vignette.” https://luminwin.github.io/randomForestSRC/articles/mvsplit.html.

@Misc{,
  author = {Hemant Ishwaran and Fei Tang and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: multivariate splitting rule vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/mvsplit.html},
}

H. Ishwaran, A. Mantero, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: sidClustering vignette.” https://luminwin.github.io/randomForestSRC/articles/sidClustering.html.

@Misc{,
  author = {Hemant Ishwaran and Alejandro Mantero and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: {sidClustering} vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/sidClustering.html},
}

H. Ishwaran, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: variable importance (VIMP) with subsampling inference vignette.” https://luminwin.github.io/randomForestSRC/articles/rfsrc-subsample.html.

@Misc{,
  author = {Hemant Ishwaran and Min Lu and Udaya B. Kogalur},
  title = {{randomForestSRC}: variable importance {(VIMP)} with subsampling inference vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/rfsrc-subsample.html},
}

H. Ishwaran, X. Chen, A. J. Minn, M. Lu, M. S. Lauer, and U. B. Kogalur. 2021. “randomForestSRC: minimal depth vignette.” https://luminwin.github.io/randomForestSRC/articles/minidep.html.

@Misc{,
  author = {Hemant Ishwaran and Xi Chen and Andy J. Minn and Min Lu and Michael S. Lauer and Udaya B. Kogalur},
  title = {{randomForestSRC}: minimal depth vignette},
  year = {2021},
  url = {https://luminwin.github.io/randomForestSRC/articles/minidep.html},
}