@ARTICLE{JTMensembletree, AUTHOR = {Min Lu, Ruijie Yin and X. Steven Chen}, TITLE = {Ensemble Methods of Rank-Based Trees for Single Sample Classification with Gene Expression Profiles}, JOURNAL = {Journal of Translational Medicine}, VOLUME = {22}, YEAR = {2024}, NUMBER = {140}, URL = {https://translational-medicine.biomedcentral.com/articles/10.1186/s12967-024-04940-2}, DOI = {10.1186/s12967-024-04940-2} } @article{Rosa2023NRES, author = {Gonzalez-Guarda, Rosa M. and McCabe, Brian E. and Nagy, Gabriela A. and Stafford, Allison M. and Matos, Lisvel and Lu, Min and Felsman, Irene and Rocha-Goldberg, Pillar and Cervantes, Richard C..}, title = {Acculturative Stress, Resilience, and a Syndemic Factor Among Latinx Immigrants}, journal = {Nursing Research}, volume = {72}, number = {4}, pages = {249-258}, year = {2023}, ISSN = {0029-6562}, doi = {10.1097/NNR.0000000000000655}, URL = { https://journals.lww.com/nursingresearchonline/Fulltext/2023/07000/Acculturative_Stress,_Resilience,_and_a_Syndemic.2.aspx } } @misc{Rhih, title = {{HIH}: An R Package for High Order Interaction Variable Importance Through Random Forest}, author = {Yifan Sha and Min Lu}, publisher = {manual}, year = {2022}, howpublished = "\url{https://github.com/luminwin/HIH}", note = "[accessed 1-May-2023]" } @misc{ShinyPrecision, title = {R Shinny for Precision Surgical Therapy for Adenocarcinoma of the Esophagus and Esophagogastric Junction}, author = {Min Lu}, publisher = {manual}, year = {2022}, howpublished = "\url{https://minlu.shinyapps.io/ICM_minlu/} and \url{https://minlu.shinyapps.io/newpatient/}", note = "[accessed 1-May-2023]" } @misc{VarPro, author = "Min Lu and Aster Shear and Udaya B. Kogalur and Hemant Ishwaran", title = {{VarPro}: model-independent variable selection via the rule-based variable priority}, year = {2023}, howpublished = "\url{https://github.com/kogalur/varPro}", note = "[accessed 1-May-2023]", url = {https://github.com/kogalur/varPro} } @misc{ShinyCovid, title = {R Shinny for predicting COVID-19 cases and deaths for your own region}, author = {Min Lu}, publisher = {manual}, year = {2022}, howpublished = "\url{https://minlu.shinyapps.io/killCOVID19/}", note = "[accessed 1-May-2023]" } @misc{Rrerefact, title = {{REREFACT}: An R Package for REordering and/or REflecting FACTors for EFA simulations}, author = {Soyeon Ahn and Cengiz Zopluoglu and Seniz Celimli and Min Lu and Nicholas D. Myers}, publisher = {manual}, year = {2016}, howpublished = "\url{https://cran.r-project.org/web/packages/REREFACT}", note = "[accessed 1-May-2023]" } @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}, howpublished = "\url{http://randomforestsrc.org/articles/getstarted.html}", note = "[accessed 1-May-2023]" } @misc{HemantInstall, author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur", title = {{randomForestSRC}: installing {randomForestSRC} vignette}, year = {2021}, url = {http://randomforestsrc.org/articles/installation.html}, howpublished = "\url{http://randomforestsrc.org/articles/installation.html}", note = "[accessed 1-May-2023]" } @misc{HemantParallel, author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur", title = {{randomForestSRC}: parallel processing vignette}, year = {2021}, url = {http://randomforestsrc.org/articles/parallel.html}, howpublished = "\url{http://randomforestsrc.org/articles/parallel.html}", note = "[accessed 1-May-2023]" } @misc{HemantHybrid, author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur", title = {{randomForestSRC}: hybrid parallel processing vignette}, year = {2021}, url = {http://randomforestsrc.org/articles/hybrid.html}, howpublished = "\url{http://randomforestsrc.org/articles/hybrid.html}", note = "[accessed 1-May-2023]" } @misc{HemantAlgorithm, author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur", title = {{randomForestSRC}: {randomForestSRC} algorithm vignette}, year = {2021}, url = {http://randomforestsrc.org/articles/algorithm.html}, howpublished = "\url{http://randomforestsrc.org/articles/algorithm.html}", note = "[accessed 1-May-2023]" } @misc{HemantSpeed, author = "Hemant Ishwaran and Min Lu and Udaya B. Kogalur", title = {{randomForestSRC}: speedup random forest analyses vignette}, year = {2021}, url = {http://randomforestsrc.org/articles/speedup.html}, howpublished = "\url{http://randomforestsrc.org/articles/speedup.html}", note = "[accessed 1-May-2023]" } @misc{HemantWeight, 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}, howpublished = "\url{http://randomforestsrc.org/articles/forestWgt.html}", note = "[accessed 1-May-2023]" } @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}, howpublished = "\url{http://randomforestsrc.org/articles/survival.html}", note = "[accessed 1-May-2023]" } @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}, howpublished = "\url{http://randomforestsrc.org/articles/competing.html}", note = "[accessed 1-May-2023]" } @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}, howpublished = "\url{http://randomforestsrc.org/articles/imbalance.html}", note = "[accessed 1-May-2023]" } @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}, howpublished = "\url{http://randomforestsrc.org/articles/mvsplit.html}", note = "[accessed 1-May-2023]" } @misc{HemantAUCsplit, 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}, howpublished = "\url{http://randomforestsrc.org/articles/aucsplit.html}", note = "[accessed 1-May-2023]" } @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}, howpublished = "\url{http://randomforestsrc.org/articles/sidClustering.html}", note = "[accessed 1-May-2023]" } @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/rfsrc-subsample.html}, howpublished = "\url{http://randomforestsrc.org/articles/rfsrc-subsample.html}", note = "[accessed 1-May-2023]" } @misc{HemantMinimal, 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 = {http://randomforestsrc.org/articles/minidep.html}, howpublished = "\url{http://randomforestsrc.org/articles/minidep.html}", note = "[accessed 1-May-2023]" } @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}, howpublished = "\url{http://randomforestsrc.org/articles/partial.html}", note = "[accessed 1-May-2023]" } @misc{metavcovR, title = {Variance-Covariance Matrix for Multivariate Meta-Analysis with R Package {metavcov}}, author = {Min Lu}, publisher = {manual}, year = {2017}, url = {https://cran.r-project.org/package=metavcov}, doi ={https://doi.org/10.5281/zenodo.5240826}, pdf = {https://cran.r-project.org/web/packages/metavcov/metavcov.pdf}, howpublished = "\url{https://cran.r-project.org/package=metavcov}", note = "[accessed 1-May-2023]" } @ARTICLE{Frontiermetavcov, AUTHOR = {Lu, Min}, TITLE = {Computing Within-Study Covariances, Data Visualization and Missing Data Solutions for Multivariate Meta-Analysis with {metavcov}}, JOURNAL = {Frontiers in Psychology}, VOLUME = {14}, YEAR = {2023}, NUMBER = {1185012}, URL = {https://www.frontiersin.org/articles/10.3389/fpsyg.2023.1185012}, DOI = {10.3389/fpsyg.2023.1185012} } @incollection{Lu2020tree, title = {Tree Variable Selection for Paired Case-Control Studies with Application to Microbiome Data}, author = {Lu, Min and Ishwaran, Hemant}, booktitle = {Statistical Analysis of Microbiome Data}, editor = {Datta,Somnath and Guha,Subharup}, year = {2021}, pages = {295--310}, publisher = {Springer, Switzerland}, chapter = 12, doi = {10.1007/978-3-030-73351-3_12}, url = {https://doi.org/10.1007/978-3-030-73351-3_12} } @ARTICLE{LuBMC2023, AUTHOR={Lu, Min and Liao, Xinyi}, TITLE={Telehealth utilization in U.S. Medicare beneficiaries aged 65 years and older during the COVID-19 pandemic}, JOURNAL={BMC Public Health }, VOLUME={23}, PAGES={368-382}, YEAR={2023}, URL={https://www.frontiersin.org/articles/10.3389/fpubh.2022.946944}, DOI={10.1186/s12889-023-15263-0}, ISSN={2296-2565}, } @ARTICLE{ijerphLu, AUTHOR = {Yürekli, Hülya and Yiğit, Öyküm Esra and Bulut, Okan and Lu, Min and Öz, Ersoy}, TITLE = {Exploring Factors That Affected Student Well-Being during the COVID-19 Pandemic: A Comparison of Data-Mining Approaches}, JOURNAL = {International Journal of Environmental Research and Public Health}, VOLUME = {19}, YEAR = {2022}, NUMBER = {18}, ARTICLE-NUMBER = {11267}, URL = {https://www.mdpi.com/1660-4601/19/18/11267}, ISSN = {1660-4601}, DOI = {10.3390/ijerph191811267} } @ARTICLE{Lufph2022, AUTHOR={Lu, Min and Liao, Xinyi}, TITLE={Access to care through telehealth among U.S. Medicare beneficiaries in the wake of the COVID-19 pandemic}, JOURNAL={Frontiers in Public Health}, VOLUME={10}, YEAR={2022}, URL={https://www.frontiersin.org/articles/10.3389/fpubh.2022.946944}, DOI={10.3389/fpubh.2022.946944}, ISSN={2296-2565}, } @ARTICLE{Lufgene2021, AUTHOR={Lu, Min and Sha, Yifan and Silva, Tiago and Colaprico, Antonio and Sun, Xiaodian and Ban, Yuguang and Wang, Lily and Lehmann, Brian and Chen, Xi}, TITLE={LR hunting: A Random Forest Based Cell-cell Interaction Discovery Method for Single-cell Gene Expression Data}, JOURNAL={Frontiers in Genetics}, VOLUME={12}, PAGES={1431}, YEAR={2021}, URL={https://www.frontiersin.org/article/10.3389/fgene.2021.708835}, DOI={10.3389/fgene.2021.708835}, ISSN={1664-8021} } @article{LuVIMPbiometrics, author = {Lu, Min and Ishwaran, Hemant}, title = {Discussion on “Nonparametric variable importance assessment using machine learning techniques” by Brian D. Williamson, Peter B. Gilbert, Marco Carone, and Noah Simon}, journal = {Biometrics}, volume = {77}, number = {1}, pages = {23-27}, doi = {https://doi.org/10.1111/biom.13391}, url = {https://onlinelibrary.wiley.com/doi/abs/10.1111/biom.13391}, eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1111/biom.13391}, year = {2021} } @article{LuponeCovid2021, doi = {10.1371/journal.pone.0254397}, author = {Lu, Min AND Ishwaran, Hemant}, journal = {PLOS ONE}, publisher = {Public Library of Science}, title = {Cure and death play a role in understanding dynamics for COVID-19: Data-driven competing risk compartmental models, with and without vaccination}, year = {2021}, month = {07}, volume = {16}, url = {https://doi.org/10.1371/journal.pone.0254397}, pages = {1-17}, number = {7}, } @article{LuMillerPlos2021, doi = {10.1371/journal.pone.0254519}, author = {Lu, Min AND Parel, Jean-Marie AND Miller, Darlene}, journal = {PLOS ONE}, publisher = {Public Library of Science}, title = {Interactions between staphylococcal enterotoxins A and D and superantigen-like proteins 1 and 5 for predicting methicillin and multidrug resistance profiles among Staphylococcus aureus ocular isolates}, year = {2021}, month = {07}, volume = {16}, url = {https://doi.org/10.1371/journal.pone.0254519}, pages = {1-18}, number = {7}, } @incollection{Ahn2015metavcov, title = {Application of Meta-Analysis in Sport and Exercise Science}, author = "Soyeon Ahn and Min Lu and G Tyler Lefevor and Alicia L. Fedewa and Seniz Celimli", booktitle = {An introduction to intermediate and advanced statistical analyses for sport and exercise scientists}, editor = {Nikos Ntoumanis and Nicholas D. Myers}, year = {2015}, pages = {233--253}, publisher = {John Wiley \& Sons}, url = {https://bcs.wiley.com/he-bcs/Books?action=index&bcsId=9985&itemId=1118962052}, chapter = 11 } @ARTICLE{ZaiFrontier, AUTHOR={Zhai, Xiaoming and Lu, Min}, TITLE={Editorial: Machine Learning Applications in Educational Studies}, JOURNAL={Frontiers in Education}, VOLUME={8}, YEAR={2023}, URL={https://www.frontiersin.org/articles/10.3389/feduc.2023.1225802}, DOI = {10.3389/feduc.2023.1225802} } @article{Lu2020Covid, title={Dynamic Modeling COVID-19 for Comparing Containment Strategies in a Pandemic Scenario}, author={Lu, Min}, journal={Annals of Biostatistics \& Biometric Application}, volume={4}, number={1}, pages={1--4}, year={2020}, url ={https://arxiv.org/abs/2003.13997v2}, doi ={10.33552/ABBA.2020.04.000579}, publisher={Iris Publishers} } @misc{lu2020dynamic, title={Dynamic Modeling COVID-19 for Comparing Containment Strategies in a Pandemic Scenario}, author={Min Lu}, year={2020}, eprint={2003.13997v2}, archivePrefix={arXiv}, primaryClass={q-bio.PE}, url ={https://arxiv.org/abs/2003.13997v2} } @article{MyersOrder2017, author = {Nicholas D. Myers and Soyeon Ahn and Min Lu and Seniz Celimli and Cengiz Zopluoglu}, title = {Reordering and Reflecting Factors for Simulation Studies With Exploratory Factor Analysis}, journal = {Structural Equation Modeling: A Multidisciplinary Journal}, volume = {24}, number = {1}, pages = {112-128}, year = {2017}, publisher = {Routledge}, doi = {10.1080/10705511.2016.1230721}, URL = { https://doi.org/10.1080/10705511.2016.1230721 }, eprint = { https://doi.org/10.1080/10705511.2016.1230721 } } @Manual{REREFACT, author = {Soyeon Ahn and Cengiz Zopluoglu and Seniz Celimli and Min Lu and Nicholas D. Myers}, title = {Reordering and/or Reflecting Factors for Simulation Studies With Exploratory Factor Analysis}, publisher = {manual}, year = {2016}, note = {R package version 1.0}, url = {https://cran.r-project.org/package=REREFACT}, pdf = {https://cran.r-project.org/web/packages/REREFACT/REREFACT.pdf} } @inbook{IshwaranLuRSF, author = {Ishwaran, Hemant and Lu, Min}, publisher = {American Cancer Society}, isbn = {9781118445112}, title = {Random Survival Forests}, booktitle = {Wiley StatsRef: Statistics Reference Online}, chapter = {}, pages = {1-13}, doi = {https://doi.org/10.1002/9781118445112.stat08188}, url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/9781118445112.stat08188}, eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1002/9781118445112.stat08188}, year = {2019}, keywords = {ensembles, Kaplan–Meier estimator, machine learning, Nelson–Aalen CHF , survival}, abstract = {Abstract Random survival forests (RSF) is a flexible nonparametric tree-ensemble method for the analysis of right-censored survival data. In this article, we provide a short overview of RSF. We review survival splitting rules for growing random survival trees, in-bag and out-of-bag (OOB) ensemble estimators, prediction performance, variable importance, and partial plots. We also briefly describe the extension of RSF to competing risks.} } @article{ishwaran2019standard, title={Standard errors and confidence intervals for variable importance in random forest regression, classification, and survival}, author={Ishwaran, Hemant and Lu, Min}, journal={Statistics in Medicine}, volume={38}, number={4}, pages={558--582}, year={2019}, publisher={Wiley Online Library}, doi = {https://doi.org/10.1002/sim.7803}, url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/sim.7803} } @article{lu2018estimating, author = {Min Lu and Saad Sadiq and Daniel J. Feaster and Hemant Ishwaran}, title = {Estimating Individual Treatment Effect in Observational Data Using Random Forest Methods}, journal = {Journal of Computational and Graphical Statistics}, volume = {27}, number = {1}, pages = {209-219}, year = {2018}, publisher = {Taylor & Francis}, doi = {10.1080/10618600.2017.1356325}, note ={PMID: 29706752}, URL = { https://doi.org/10.1080/10618600.2017.1356325 }, eprint = { https://doi.org/10.1080/10618600.2017.1356325 } } @misc{Feaster2020prcri, author = "Daniel J. Feaster and Hemant Ishwaran and Min Lu and Saad Sadiq", title = {New Statistical Methods to Assess How Patients with Different Traits Respond to the Same Treatment}, year = {2020}, publisher ={Patient-Centered Outcomes Research Institute {(PCORI)}}, url = {https://dx.doi.org/10.25302/06.2020.ME.140312907}, doi = {https://dx.doi.org/10.25302/06.2020.ME.140312907} } @article{RICE20192164, title = {Precision Surgical Therapy for Adenocarcinoma of the Esophagus and Esophagogastric Junction}, author = {Thomas W. Rice and Min Lu and Hemant Ishwaran and Eugene H. Blackstone}, journal = {Journal of Thoracic Oncology}, volume = {14}, number = {12}, pages = {2164-2175}, year = {2019}, issn = {1556-0864}, doi = {https://doi.org/10.1016/j.jtho.2019.08.004}, url = {https://www.sciencedirect.com/science/article/pii/S1556086419306677}, publisher={NIH Public Access} } @article{lu2018prediction, title={A prediction-based alternative to P values in regression models}, author={Lu, Min and Ishwaran, Hemant}, journal={The Journal of thoracic and cardiovascular surgery}, volume={155}, number={3}, pages={1130}, year={2018}, publisher={NIH Public Access} doi = {DOI:https://doi.org/10.1016/j.jtcvs.2017.08.056}, url = {https://linkinghub.elsevier.com/retrieve/pii/S0022522317318184} } @misc{lu2017machine, title={A Machine Learning Alternative to P-values}, author={Min Lu and Hemant Ishwaran}, year={2017}, eprint={1701.04944}, archivePrefix={arXiv}, primaryClass={stat.ML}, url = {https://arxiv.org/abs/1701.04944} } @phdthesis{Lu2018est, title = {Estimating Individual Treatment Effect in Observational Data Using Random Forest Methods}, school = {University of Miami}, author = {Lu, Min}, year = {2018}, doi = {https://doi.org/10.33596/etd-1}, type = {{PhD} dissertation}, }