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}
}
M. Lu, A. Shear, U. B. Kogalur, and H. Ishwaran. (2025). Model-Independent Variable Selection via the Rule-Based Variable Priority (VarPro), R package version 0.0.71.
@Manual{,
title = {Model-Independent Variable Selection via the Rule-Based Variable Priority (VarPro)},
author = "Min Lu and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran",
publisher = {manual},
year = {2025},
note = {R package version 0.0.71},
url = {https://cran.r-project.org/package=varPro},
pdf = {https://cran.r-project.org/web/packages/varPro/varPro.pdf},
}
Lu M. and Ishwaran H. (2024). Model-Independent Variable Selection via the Rule-Based Variable Priority. arXiv 2409.09003. https://arxiv.org/abs/2409.09003
@article{lu2024model,
title={Model-independent variable selection via the rule-based variable priority},
author={Lu, Min and Ishwaran, Hemant},
journal={arXiv preprint arXiv:2409.09003},
year={2024}
}
M. Lu, A. Shear, U. B. Kogalur, and H. Ishwaran. 2025. “varPro: getting started with varPro vignette.” http://www.varprotools.org/articles/getstarted.html.
@misc{LuGettingStarted,
author = "Min Lu and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran",
title = {{varPro}: getting started with {varPro} vignette},
year = {2025},
url = {https://www.varprotools.org/articles/getstarted.html},
howpublished = "\url{https://www.varprotools.org/articles/getstarted.html}",
note = "[accessed date]"
}
M. Lu, A. Shear, U. B. Kogalur, and H. Ishwaran. 2025. “varPro: installing varPro vignette.” http://www.varprotools.org/articles/installation.html.
@misc{LuInstall,
author = "Min Lu and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran",
title = {{varPro}: installing {varPro} vignette},
year = {2025},
url = {https://www.varprotools.org/articles/installation.html},
howpublished = "\url{https://www.varprotools.org/articles/installation.html}",
note = "[accessed date]"
}
M. Lu, A. Shear, U. B. Kogalur, and H. Ishwaran. 2025. “varPro: speedup varPro analyses vignette.” http://www.varprotools.org/articles/speedup.html.
@misc{LuSpeedup,
author = "Min Lu and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran",
title = {{varPro}: speedup {varPro} analyses vignette},
year = {2025},
url = {http://www.varprotools.org/articles/speedup.html},
howpublished = "\url{http://www.varprotools.org/articles/speedup.html}",
note = "[accessed date]"
}
M. Lu, A. Shear, U. B. Kogalur, and H. Ishwaran. 2025. “varPro: variable selection for survival problems vignette.” http://www.varprotools.org/articles/survival.html.
@misc{LuSurvival,
author = "Min Lu and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran",
title = {{varPro}: variable selection for survival problems vignette},
year = {2024},
url = {http://www.varprotools.org/articles/survival.html},
howpublished = "\url{http://www.varprotools.org/articles/survival.html}",
note = "[accessed date]"
}
M. Lu, A. Shear, U. B. Kogalur, and H. Ishwaran. 2025. “partialPro: partial effects from a VarPro analysis vignette.” http://www.varprotools.org/articles/partialpro.html.
@misc{LuUnsup,
author = "Min Lu and Lili Zhou and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran",
title = {{varPro}: variable selection for unsupervised problems vignette},
year = {2024},
url = {http://www.varprotools.org/articles/unsupervise.html},
howpublished = "\url{http://www.varprotools.org/articles/unsupervise.html}",
note = "[accessed date]"
}
M. Lu, A. Shear, U. B. Kogalur, and H. Ishwaran. 2025. “ivarPro: individual variable priority vignette.” http://www.varprotools.org/articles/ivarpro.html.
@misc{LuVarProi,
author = "Min Lu and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran",
title = {{ivarPro}: individual variable priority vignette},
year = {2025},
url = {http://www.varprotools.org/articles/ivarpro.html},
howpublished = "\url{http://www.varprotools.org/articles/ivarpro.html}",
note = "[accessed date]"
}
M. Lu, A. Shear, U. B. Kogalur, and H. Ishwaran. 2025. “varPro: variable selection for survival problems vignette.” http://www.varprotools.org/articles/survival.html.
@misc{LuPartial,
author = "Min Lu and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran",
title = {{partialPro}: partial effects from a VarPro analysis vignette},
year = {2025},
url = {http://www.varprotools.org/articles/partialpro.html},
howpublished = "\url{http://www.varprotools.org/articles/partialpro.html}",
note = "[accessed date]"
}
M. Lu, A. Shear, U. B. Kogalur, and H. Ishwaran. 2025. “isopro: identifying anomalous data vignette.” http://www.varprotools.org/articles/isopro.html.
@misc{LuIsopro,
author = "Min Lu and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran",
title = {{isopro}: Identifying Anomalous Data vignette},
year = {2025},
url = {http://www.varprotools.org/articles/isopro.html},
howpublished = "\url{http://www.varprotools.org/articles/isopro.html}",
note = "[accessed date]"
}