Min Lu
Min Lu, PhD, is a Research Assistant Professor of Biostatistics in the Department of Public Health Sciences (DPHS) at the University of Miami Miller School of Medicine. She received her Doctoral degree in Biostatistics from the University of Miami in 2018 and joined the DPHS faculty in February 2019. Her primary work is centered around developing and integrating machine learning approaches to detect the causal relationship between treatments and outcome and facilitate personalized treatment decision. She has developed several statistical models with her PhD advisor, Dr. Hemant Ishwaran, for estimating individual treatment effects and obtaining individualized treatment rules that can accommodate continuous, binary, or survival outcomes. She also works on statistical inferences of Random Forest Variable Importance, which permit clinicians to connect informative features to patient outcomes and treatment effects. For example, she applied her methodological framework to ischemic cardiomyopathy and esophageal cancer with Dr. Ishwaran and surgeons from the Cleveland Clinic, with the purpose of facilitating precision therapy using observational dataset that identifies the specific treatment predicted to maximize survival for a patient. Her other areas of interest include developing and applying random forest models for interaction detection for cancer genomics data and microbiology data from patients with infectious eye diseases. Another infectious disease of her interest is COVID-19: since 2020, she has published two papers that deveopled data-driven compartmental models to evaluate containment strategies and estimate the effect of vaccination.
Min Lu's personal website has moved to https://luminwin.github.io/Lu
Supervisors: Ph.D Advisor: Hemant Ishwaran
Phone: (513) 760-6331
Address: Room 1070A Clinical Research Building 1120 NW 14th Street, University of Miami, Miami, FL 33136
Min Lu's personal website has moved to https://luminwin.github.io/Lu
Supervisors: Ph.D Advisor: Hemant Ishwaran
Phone: (513) 760-6331
Address: Room 1070A Clinical Research Building 1120 NW 14th Street, University of Miami, Miami, FL 33136
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Papers by Min Lu
H. Ishwaran, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: forest weights, in-bag (IB) and out-of-bag (OOB) ensembles vignette.” http://randomforestsrc.org/articles/forestWgt.html.
@misc{HemantGettingStarted,
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: forest weights, in-bag (IB) and out-of-Bag (OOB) ensembles vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/forestWgt.html}
}
Contents
Introduction
Formal Description of In-Bag and OOB Ensemble
Illustration
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: AUC splitting for multiclass problems vignette},
year = {2022},
url = {http://randomforestsrc.org/articles/aucsplit.html}
}
@misc{HemantPartial,
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: partial plots vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/partial.html}
}
@misc{HemantVIMP,
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: variable importance {(VIMP)} with subsampling inference vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/vimp.html}
}
@misc{HemantGettingStarted,
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: getting started with {randomForestSRC} vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/getstarted.html}
}
@misc{HemantsidClustering,
author = "Hemant Ishwaran and Alejandro Mantero and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: {sidClustering} vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/sidClustering.html}
}
@misc{HemantMultiv,
author = "Hemant Ishwaran and Fei Tang and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: multivariate splitting rule vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/mvsplit.html}
}
H. Ishwaran, R. O’Brien, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: random forests quantile classifier (RFQ) vignette.” http://randomforestsrc.org/articles/imbalance.html.
@misc{HemantRFQv,
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 = {http://randomforestsrc.org/articles/imbalance.html}
}
@misc{HemantCompeting,
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 = {http://randomforestsrc.org/articles/competing.html}
}
@misc{HemantRandomS,
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 = {http://randomforestsrc.org/articles/survival.html}
}
Conclusions MRSA and MDR S. aureus show a different spectrum of ocular pathology than their non-resistant counterparts. When assessing the role of enterotoxins in predicting antibiotics resistance, it is critical to consider both main effects and interactions.
H. Ishwaran, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: forest weights, in-bag (IB) and out-of-bag (OOB) ensembles vignette.” http://randomforestsrc.org/articles/forestWgt.html.
@misc{HemantGettingStarted,
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: forest weights, in-bag (IB) and out-of-Bag (OOB) ensembles vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/forestWgt.html}
}
Contents
Introduction
Formal Description of In-Bag and OOB Ensemble
Illustration
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: AUC splitting for multiclass problems vignette},
year = {2022},
url = {http://randomforestsrc.org/articles/aucsplit.html}
}
@misc{HemantPartial,
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: partial plots vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/partial.html}
}
@misc{HemantVIMP,
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: variable importance {(VIMP)} with subsampling inference vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/vimp.html}
}
@misc{HemantGettingStarted,
author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: getting started with {randomForestSRC} vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/getstarted.html}
}
@misc{HemantsidClustering,
author = "Hemant Ishwaran and Alejandro Mantero and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: {sidClustering} vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/sidClustering.html}
}
@misc{HemantMultiv,
author = "Hemant Ishwaran and Fei Tang and Min Lu and Udaya B. Kogalur",
title = {{randomForestSRC}: multivariate splitting rule vignette},
year = {2021},
url = {http://randomforestsrc.org/articles/mvsplit.html}
}
H. Ishwaran, R. O’Brien, M. Lu, and U. B. Kogalur. 2021. “randomForestSRC: random forests quantile classifier (RFQ) vignette.” http://randomforestsrc.org/articles/imbalance.html.
@misc{HemantRFQv,
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 = {http://randomforestsrc.org/articles/imbalance.html}
}
@misc{HemantCompeting,
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 = {http://randomforestsrc.org/articles/competing.html}
}
@misc{HemantRandomS,
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 = {http://randomforestsrc.org/articles/survival.html}
}
Conclusions MRSA and MDR S. aureus show a different spectrum of ocular pathology than their non-resistant counterparts. When assessing the role of enterotoxins in predicting antibiotics resistance, it is critical to consider both main effects and interactions.
• Travel Award, Biostatistics Workshop, Statistical Inference for Biomedical Big Data, University of Florida, Gainesville, April 2017
https://minlu.shinyapps.io/newpatient/ (the progress bar is in the right bottom corner)