@article{al94,
author = {H. Ahn and W.-Y. Loh},
title = {Tree-structured Proportional Hazards Regression Modeling},
journal = {Biometrics},
year = {1994},
volume = {50},
pages = {471--485}
}
@article{baker12,
author = {Baker, T. B. and Piper, M. E. and Schlam, T. R. and Cook, J. W. and
Smith, S. S. and Loh, W.-Y. and Bolt, D.},
title = {Are tobacco dependence and withdrawal related amongst heavy smokers?
{Relevance} to conceptualizations of dependence},
journal = {Journal of Abnormal Psychology},
year = {2012},
volume = {121},
pages = {909-921},
doi = {10.1037/a0027889}
}
@article{baker15,
author = {Baker, T. and Collins, L. and Mermelstein, R. and
Piper, M. and Schlam, T. and Cook, J. and Bolt,
D. and Smith, S. S. and Jorenby, D. and Fraser, D. and
Loh, W-Y. and Theobald, W. and Fiore, M.},
title = {Enhancing the Effectiveness of Smoking Treatment
Research: Conceptual Bases and Progress},
journal = {Addiction},
year = 2016,
doi = {10.1111/add.13154},
volume = 111,
pages = {107-116}
}
@article{baker23,
author = {Baker, T. B. and Loh, W.-Y. and Piasecki, T. M. and
Bolt, D. M. and Smith, S. S. and Slutske, W. S. and
Conner, K. L. and Bernstein, S. L. and Fiore, M. C.},
title = {A machine learning analysis of correlates of
mortality among patients hospitalized with {COVID}-19},
journal = {Scientific Reports},
year = 2023,
doi = {10.1038/s41598-023-31251-1},
url = {https://www.nature.com/articles/s41598-023-31251-1},
volume = 13,
number = 4080
}
@article{baker17,
author = {Baker, T. B. and Smith, S. S. and Bolt, D. M. and
Loh, W-Y. and Mermelstein, R. and Fiore, M. C. and
Piper, M. E. and Collins, L. M.},
title = {Implementing Clinical Research Using Factorial
Designs: A Primer},
journal = {Behavior Therapy},
year = 2017,
volume = 48,
pages = {567-580},
doi = {10.1016/j.beth.2016.12.005}
}
@incollection{BDSL17,
author = {Bolt, D. M. and Dowling, N. M. and Shih, Y-S. and Loh, W-Y.},
booktitle = {Test fairness in the new generation of large-scale
assessment},
title = {Using {Blinder-Oaxaca} decomposition to explore
differential item functioning: Application to {PISA}
2009 Reading},
editor = {Jiao, H. and Lissitz, R. W.},
publisher = {Information Age Publisher},
year = 2017
}
@article{lotus,
author = {K.-Y. Chan and W.-Y. Loh},
title = {{LOTUS: An} algorithm for building accurate and comprehensible logistic
regression trees},
journal = {Journal of Computational and Graphical Statistics},
year = {2004},
volume = {13},
pages = {826--852},
url = {http://www.stat.wisc.edu/~loh/treeprogs/lotus/lotus.pdf}
}
@article{chly94,
author = {Chaudhuri, P. and Huang, M.-C. and Loh, W.-Y. and Yao, R.},
title = {Piecewise-polynomial regression trees},
journal = {Statistica Sinica},
year = {1994},
volume = {4},
pages = {143--167},
url = {http://www3.stat.sinica.edu.tw/statistica/j4n1/j4n18/j4n18.htm}
}
@article{clly95,
author = {Chaudhuri, P. and Lo, W.-D. and Loh, W.-Y. and Yang, C.-C.},
title = {Generalized Regression Trees},
journal = {Statistica Sinica},
year = {1995},
volume = {5},
pages = {641--666},
url = {http://www3.stat.sinica.edu.tw/statistica/j5n2/j5n217/j5n217.htm}
}
@article{quart,
author = {P. Chaudhuri and W.-Y. Loh},
title = {Nonparametric estimation of conditional quantiles using quantile
regression trees},
journal = {Bernoulli},
year = {2002},
volume = {8},
pages = {561--576},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/quantile.pdf}
}
@article{clboot91,
author = {Chen, H. and Loh, W.-Y.},
title = {Consistency of the bootstrap for the transformed two-sample $t$-test},
journal = {Communications in Statistics (Theory and Methods)},
year = {1991},
volume = {20},
pages = {997--1014}
}
@article{clbox92,
author = {Chen, H. and Loh, W.-Y.},
title = {Bounds on {AREs} of tests following {Box-Cox} transformations},
journal = {Annals of Statistics},
year = {1992},
volume = {20},
pages = {1485--1500}
}
@article{clrob90,
author = {Chen, H. and Loh, W.-Y.},
title = {Uniform robustness against nonnormality of the $t$ and {$F$} tests},
journal = {Communications in Statistics (Theory and Methods)},
year = {1990},
volume = {19},
pages = {3707--3727}
}
@article{choloh05,
author = {K. Cho and W.-Y. Loh},
title = {Bias and Convergence Rate of the Coverage Probability of Prediction
Intervals in {Box-Cox} Transformed Linear Models},
journal = {Journal of Statistical Planning and Inference},
year = {2005},
volume = {136},
pages = {3614--3624}
}
@article{cyjl2001a,
author = {K. Cho and I. Yeo and R. A. Johnson and W.-Y. Loh},
title = {Asymptotic theory for {Box-Cox} transformations in linear models},
journal = {Statistics and Probability Letters},
year = {2001},
volume = {51},
pages = {337--343}
}
@article{cyjl2001b,
author = {K. Cho and I. Yeo and R. A. Johnson and W.-Y. Loh},
title = {Prediction interval estimation in transformed linear models},
journal = {Statistics and Probability Letters},
year = {2001},
volume = {51},
pages = {345--350}
}
@article{cook15,
author = {Cook, J. and Collins,L. and Fiore, M. and Smith,
S. and Fraser, D. and Bolt, D. and Baker, T. and
Piper, M. and Schlam, T. and Jorenby, D. and Loh,
W-Y. and Mermelstein, R.},
title = {Comparative Effectiveness of Motivation Phase
Intervention Components for Use with Smokers
Unwilling to Quit: A Factorial Screening Experiment},
journal = {Addiction},
year = 2016,
doi = {10.1111/add.13161},
volume = 111,
pages = {117-128}
}
@article{ALLH12b,
author = {El Asmar, M. and Lotfallah, W. B. and Loh, W.-Y. and Hanna, A. S.},
title = {Uncertainty reduction in multi-evaluator decision making},
journal = {Journal of Computing in Civil Engineering},
year = {2012},
volume = {26},
pages = {105--112},
doi = {10.1061/(ASCE)CP.1943-5487.0000119}
}
@article{AHL13,
author = {El Asmar, M. and Hanna, A. S. and Loh, W.-Y.},
title = {Quantifying performance for integrated project delivery
system as compared to established delivery systems},
journal = {Journal of Construction Engineering and Management},
year = {2013},
volume = {139},
number = {11},
doi = {10.1061/(ASCE)CO.1943-7862.0000744}
}
@article{AHL15,
author = {El Asmar, M. and Hanna, A. S. and Loh, W.-Y.},
title = {Evaluating integrated project delivery using the
project quarterback rating},
journal = {Journal of Construction Engineering and Management},
year = {2016},
doi = {10.1061/(ASCE)CO.1943-7862.0001015},
volume = 142,
number = 1
}
@article{ALLH12a,
author = {El Asmar, M. and Lotfallah, W. B. and Loh, W.-Y. and Hanna, A. S.},
title = {Reducing bias and uncertainty in multi-evaluator multi-criterion
decision making},
journal = {Journal of Computing in Civil Engineering},
year = {2013},
volume = {27},
pages = {167-176}
}
@article{focus02,
author = {V. Ganti and J. Gehrke and R. Ramakrishnan and W.-Y. Loh},
title = {A Framework for Measuring Differences in Data Characteristics},
journal = {Journal of Computer and System Sciences},
year = {2002},
volume = {64},
pages = {542--578}
}
@inproceedings{focus99,
author = {V. Ganti and J. Gehrke and R. Ramakrishnan and W.-Y. Loh},
title = {A Framework for Measuring Changes in Data Characteristics},
booktitle = {Proceedings of the Eighteenth ACM SIGACT-SIGMOD-SIGART Symposium
on Principles of Database Systems, May 31--June 2, 1999, Philadelphia,
Pennsylvania},
year = {1999},
pages = {126--137},
publisher = {ACM Press},
isbn = {1-58113-062-7}
}
@inproceedings{gglr99,
author = {J. Gehrke and V. Ganti and R. Ramakrishnan and W.-Y. Loh},
title = {{BOAT}---{Optimistic} Decision Tree Construction},
booktitle = {SIGMOD 1999, Proceedings ACM SIGMOD International Conference on Management
of Data, June 1-3, 1999, Philadelphia, Pennsylvania, USA},
year = {1999},
editor = {A. Delis and C. Faloutsos and S. Ghandeharizadeh},
pages = {169--180},
publisher = {ACM Press},
isbn = {1-58113-084-8}
}
@article{HGLFB14,
author = {Hur, J. and Guo, A. Y. and Loh, W.-Y. and Feldman,
E. L. and Bai, J. P. F.},
title = {Integrated systems pharmacology analysis of clinical
drug-induced peripheral neuropathy},
journal = {Clinical Pharmacology and Therapeutics: Systems
Pharmacology and Pharmacometrics},
year = 2014,
volume = 3,
pages = {e114},
doi = {10.1038/psp.2014.11}
}
@article{klv89,
author = {Kademan, E. and Loh, W.-Y. and Vanichsetakul, N.},
title = {An improved version of {FACT} with {S} front-end},
journal = {American Statistician},
year = {1989},
volume = {43},
pages = {273}
}
@article{KKLB21,
author = {Kang, I.-G. and Kim, N. and Loh, W.-Y. and Bichelmeyer, B. A.},
title = {A machine-learning classification tree model of perceived
organizational performance in {U.S.} federal
government health agencies},
journal = {Sustainability},
volume = {13},
year = {2021},
number = {18},
article-number = {10329},
doi = {10.3390/su131810329}
}
@article{kara07,
author = {Kara, A.~B. and Hurlburt, H.~E. and Loh, W.-Y.},
title = {Which near–surface atmospheric variable drives air–sea
temperature differences over the global ocean?},
journal = {Journal of Geophysical Research: Oceans},
volume = {112},
number = {C5},
url = {http://dx.doi.org/10.1029/2006JC003833},
doi = {10.1029/2006JC003833},
year = {2007}
}
@article{KWHL09b,
author = {Kara, A. B. and Wallcraft, A. J. and Hurlburt, H. E. and Loh, W.-Y.},
title = {Quantifying {SST} errors from an {OGCM} in relation to atmospheric
forcing variables},
journal = {Ocean Modelling},
year = {2009},
volume = {29},
pages = {43-57},
doi = {10.1016/j.ocemod.2009.03.001}
}
@article{KWHL09a,
author = {Kara, A. B. and Wallcraft, A. J. and Hurlburt, H. E. and Loh, W.-Y.},
title = {Which surface atmospheric variable drives the seasonal cycle of sea
surface temperature over the global ocean?},
journal = {Journal of Geophysical Research: Atmospheres},
year = {2009},
volume = {114},
number = {D5},
doi = {10.1029/2008JD010420}
}
@article{cruise,
author = {H. Kim and W.-Y. Loh},
title = {Classification trees with unbiased multiway splits},
journal = {Journal of the American Statistical Association},
year = {2001},
volume = {96},
pages = {589--604},
url = {http://www.stat.wisc.edu/~loh/treeprogs/cruise/cruise.pdf}
}
@article{cruise2v,
author = {H. Kim and W.-Y. Loh},
title = {Classification trees with bivariate linear discriminant node models},
journal = {Journal of Computational and Graphical Statistics},
year = {2003},
volume = {12},
pages = {512--530},
url = {http://www.stat.wisc.edu/~loh/treeprogs/cruise/jcgs.pdf}
}
@article{iie07,
author = {H. Kim and W.-Y. Loh and Y.-S. Shih and P. Chaudhuri},
title = {Visualizable and interpretable regression models with good prediction
power},
journal = {IIE Transactions},
year = {2007},
volume = {39},
pages = {565--579},
doi = {10.1080/07408170600897502},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/iie.pdf}
}
@article{KIM2019107668,
title = {Predictors of adherence to nicotine replacement therapy:
Machine learning evidence that perceived need
predicts medication use},
journal = {Drug and Alcohol Dependence},
pages = {107668},
year = {2019},
volume = {205},
issn = {0376-8716},
doi = {https://doi.org/10.1016/j.drugalcdep.2019.107668},
url = {http://www.sciencedirect.com/science/article/pii/S0376871619304454},
author = {N. Kim and D. E. McCarthy and W.-Y. Loh and J. W. Cook and
M. E. Piper and T. R. Schlam and T. B. Baker}
}
@article{KML21,
author = {N. Kim and D. E. McCarthy and W.-Y. Loh},
title = {Machine learning models of tobacco susceptibility and current
use among adolescents from 97 countries in the
{Global Youth Tobacco Survey}, 2013--2017},
journal = {PLOS Global Public Health},
year = {2021},
number = {12},
volume = {1},
url = {https://doi.org/10.1371/journal.pgph.0000060},
pages = {1-15}
}
@article{LLQS08,
author = {Lee, C. and Loh, W.-Y. and Qin, X. and Sproul, M.},
title = {Development of new performance measure for winter maintenance using
vehicle speed data},
journal = {Transportation Research Record},
year = {2008},
volume = {2055},
pages = {89--98},
doi = {10.3141/2055-11}
}
@article{LRYL10,
author = {Lee, C. and Ran, B. and Yang, F. and Loh, W.-Y.},
title = {A hybrid tree approach to modeling alternate route choice behavior
with online information},
journal = {Journal of Intelligent Transportation Systems: Technology, Planning,
and Operations},
year = {2010},
volume = {14},
pages = {209--219},
doi = {10.1080/15472450.2010.516229}
}
@article{leehannaloh04,
author = {Lee, M. J. and Hanna, A. S. and Loh, W.-Y.},
title = {Decision tree approach to classify and quantify cumulative impact
of change orders on productivity},
journal = {Journal of Computing in Civil Engineering},
year = {2004},
volume = {18},
pages = {132--144}
}
@article{ll90,
author = {Lehmann, E. L. and Loh, W.-Y.},
title = {Pointwise versus uniform robustness of some large-sample tests and
confidence intervals},
journal = {Scandinavian Journal of Statistics},
year = {1990},
volume = {17},
pages = {177--187}
}
@article{limloh96,
author = {Lim, T.-S. and Loh, W.-Y.},
title = {A Comparison of Tests of Equality of Variances},
journal = {Computational Statistics and Data Analysis},
year = {1996},
volume = {22},
pages = {287--301}
}
@article{lls00,
author = {T.-S. Lim and W.-Y. Loh and Y.-S. Shih},
title = {A Comparison of Prediction Accuracy, Complexity, and Training Time
of Thirty-three Old and New Classification Algorithms},
journal = {Machine Learning Journal},
year = {2000},
volume = {40},
pages = {203--228},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/mach1317.pdf}
}
@incollection{Enginhandbook06,
author = {W.-Y. Loh},
title = {Logistic regression tree analysis},
booktitle = {Handbook of Engineering Statistics},
publisher = {Springer},
year = {2006},
editor = {H. Pham},
pages = {537--549},
url = {http://www.stat.wisc.edu/~loh/treeprogs/lotus/springer.pdf}
}
@incollection{eqr08,
author = {W.-Y. Loh},
title = {Classification and Regression Tree Methods},
booktitle = {Encyclopedia of Statistics in Quality and Reliability},
publisher = {Wiley},
year = {2008},
editor = {F. Ruggeri and R. Kenett and F. W. Faltin},
pages = {315--323},
address = {Chichester, UK},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/eqr.pdf}
}
@incollection{ess06,
author = {W.-Y. Loh},
title = {{Box-Cox} Transformations {II}},
booktitle = {Encyclopedia of Statistical Sciences},
publisher = {Wiley},
year = {2006},
editor = {S. Kotz and C. B. Read and N. Balakrishnan and B. Vidakovic},
volume = {1},
pages = {637--644},
address = {Hoboken},
edition = {2nd}
}
@article{ISI14,
author = {Loh, W.-Y.},
title = {Fifty years of classification and regression trees (with
discussion)},
journal = {International Statistical Review},
year = {2014},
volume = {34},
pages = {329-370},
doi = {10.1111/insr.12016},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/LohISI14.pdf}
}
@article{FKNrev92,
author = {Loh, W.-Y.},
title = {Review of {Fang, Kotz, and Ng: Symmetric Multivariate and Related
Distributions}},
journal = {Technometrics},
year = {1992},
volume = {34},
pages = {235}
}
@article{guide,
author = {W.-Y. Loh},
title = {Regression trees with unbiased variable selection and interaction
detection},
journal = {Statistica Sinica},
year = {2002},
volume = {12},
pages = {361--386},
url = {http://www3.stat.sinica.edu.tw/statistica/j12n2/j12n21/j12n21.htm}
}
@article{guide09,
author = {W.-Y. Loh},
title = {Improving the precision of classification trees},
journal = {Annals of Applied Statistics},
year = {2009},
volume = {3},
pages = {1710--1737},
doi = {10.1214/09-AOAS260},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/aoas260.pdf}
}
@incollection{hbcs08,
author = {W.-Y. Loh},
title = {Regression by parts: {Fitting} visually interpretable models with
{GUIDE}},
booktitle = {Handbook of Data Visualization},
publisher = {Springer},
year = {2008},
editor = {C. Chen and W. H\"{a}rdle and A. Unwin},
pages = {447--469},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/handbk.pdf}
}
@inproceedings{lchen12,
author = {Loh, W.-Y.},
title = {Variable selection for classification and regression in large $p$,
small $n$ problems},
booktitle = {Probability Approximations and Beyond},
year = {2012},
editor = {Barbour, A. and Chan, H. P. and Siegmund, D.},
volume = {205},
series = {Lecture Notes in Statistics---Proceedings},
pages = {133--157},
address = {New York},
publisher = {Springer},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/lchen.pdf}
}
@inproceedings{leh06,
author = {W.-Y. Loh},
title = {Regression tree models for designed experiments},
booktitle = {Second E. L. Lehmann Symposium},
year = {2006},
editor = {J. Rojo},
volume = {49},
series = {IMS Lecture Notes-Monograph Series},
pages = {210--228},
organization = {Institute of Mathematical Statistics},
doi = {10.1214/074921706000000464},
url = {http://arxiv.org/abs/math.ST/0611192}
}
@article{lohares84,
author = {Loh, W.-Y.},
title = {Bounds on {AREs} for restricted classes of distributions defined
via tail-orderings},
journal = {Annals of Statistics},
year = {1984},
volume = {12},
pages = {685--701}
}
@article{lohboot91,
author = {Loh, W.-Y.},
title = {Bootstrap calibration for confidence interval construction and selection},
journal = {Statistica Sinica},
year = {1991},
volume = {1},
pages = {477--491},
url = {http://www3.stat.sinica.edu.tw/statistica/j1n2/j1n211/j1n211.htm}
}
@article{lohcal87,
author = {Loh, W.-Y.},
title = {Calibrating confidence coefficients},
journal = {Journal of the American Statistical Association},
year = {1987},
volume = {82},
pages = {155--162},
url = {http://www.stat.wisc.edu/~loh/reprints/Loh87.pdf}
}
@article{lohcauchy85,
author = {Loh, W.-Y.},
title = {The {Cauchy} mean value property for {M-estimates}},
journal = {Journal of Statistical Planning and Inference},
year = {1985},
volume = {12},
pages = {265--267}
}
@article{lohchi89,
author = {Loh, W.-Y.},
title = {Bounds on the size of the $\chi^2$-test of independence in a contingency
table},
journal = {Annals of Statistics},
year = {1989},
volume = {17},
pages = {1709--1722}
}
@article{lohcorr87,
author = {Loh, W.-Y.},
title = {Does the correlation coefficient really measure the degree of clustering
around a line?},
journal = {Journal of Educational Statistics},
year = {1987},
volume = {12},
pages = {235--239}
}
@article{lohdisc88,
author = {Loh, W.-Y.},
title = {Discussion of {Hall: Theoretical} comparison of bootstrap confidence
intervals},
journal = {Annals of Statistics},
year = {1988},
volume = {16},
pages = {972--976}
}
@article{lohendpt84,
author = {Loh, W.-Y.},
title = {Estimating an endpoint of a distribution with resampling methods},
journal = {Annals of Statistics},
year = {1984},
volume = {12},
pages = {1543--1550}
}
@article{lohieee84,
author = {Loh, W.-Y.},
title = {A new generalization of the class of {NBU} distributions},
journal = {IEEE Transactions on Reliability},
year = {1984},
volume = {R-33},
pages = {419--422}
}
@article{lohkull85,
author = {Loh, W.-Y.},
title = {A note on the geometry of {Kullback-Leibler} information numbers},
journal = {Communications in Statistics (Theory and Methods)},
year = {1985},
volume = {14},
pages = {895--904}
}
@article{lohlev87,
author = {Loh, W.-Y.},
title = {Some modifications of {Levene's} test of variance homogeneity},
journal = {Journal of Statistical Computation and Simulation},
year = {1987},
volume = {28},
pages = {213--226}
}
@article{lohnorm86,
author = {Loh, W.-Y.},
title = {Testing multivariate normality by simulation},
journal = {Journal of Statistical Computation and Simulation},
year = {1986},
volume = {26},
pages = {243--252}
}
@article{lohran84,
author = {Loh, W.-Y.},
title = {Random quotients and robust estimation},
journal = {Communications in Statistics (Theory and Methods)},
year = {1984},
volume = {13},
pages = {2757--2769}
}
@article{lohrev88,
author = {Loh, W.-Y.},
title = {Review of { Meulman: A Distance Approach to Nonlinear Multivariate
Analysis}},
journal = {Journal of the American Statistical Association},
year = {1988},
volume = {83},
pages = {913}
}
@article{lohrob84,
author = {Loh, W.-Y.},
title = {Partially adaptive robust estimators of location via exponential
embedding},
journal = {Communications in Statistics (Theory and Methods)},
year = {1984},
volume = {13},
pages = {2549--2570}
}
@article{lohsep85,
author = {Loh, W.-Y.},
title = {A new method for testing separate families of hypotheses},
journal = {Journal of the American Statistical Association},
year = {1985},
volume = {80},
pages = {362--368}
}
@article{lohsurv91,
author = {Loh, W.-Y.},
title = {Survival modeling through recursive stratification},
journal = {Computational Statistics and Data Analysis},
year = {1991},
volume = {12},
pages = {295--313}
}
@article{lohuni84,
author = {Loh, W.-Y.},
title = {Strong unimodality and scale mixtures},
journal = {Annals of the Institute of Statistical Mathematics},
year = {1984},
volume = {36},
pages = {441--449}
}
@article{lohvar86,
author = {Loh, W.-Y.},
title = {Improved estimators for ratios of variance components},
journal = {Journal of the American Statistical Association},
year = {1986},
volume = {81},
pages = {699--702}
}
@article{unrep92,
author = {Loh, W.-Y.},
title = {Identification of Active Contrasts in Unreplicated Factorial Experiments},
journal = {Computational Statistics and Data Analysis},
year = {1992},
volume = {14},
pages = {135--148}
}
@article{wires09,
author = {W.-Y. Loh},
title = {Tree-structured classifiers},
journal = {Wiley Interdisciplinary Reviews: Computational Statistics},
year = {2010},
volume = {2},
pages = {364--369},
doi = {10.1002/wics.86},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/wires.pdf}
}
@article{wires11,
author = {W.-Y. Loh},
title = {Classification and regression trees},
journal = {Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery},
year = {2011},
volume = {1},
pages = {14--23},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/wires11.pdf},
doi = {10.1002/widm.8}
}
@article{wires19,
author = {Loh, W.-Y. and Cao, L. and Zhou, P.},
title = {Subgroup identification for precision medicine: a
comparative review of thirteen methods},
journal = {Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery},
volume = {9},
number = {5},
pages = {e1326},
year = {2019},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/wires19.pdf},
doi = {10.1002/widm.1326}
}
@incollection{Enginhandbook23,
author = {Loh, W.-Y.},
title = {Logistic regression tree analysis},
booktitle = {Handbook of Engineering Statistics},
publisher = {Springer},
year = {2023},
edition = {2nd},
editor = {H. Pham},
pages = {593-604},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/logistic2.pdf}
}
@article{acm07,
author = {Loh, W.-Y. and Chen, C.-W. and Zheng, W.},
title = {Extrapolation errors in linear model trees},
journal = {ACM Transactions on Knowledge Discovery from Data},
year = {2007},
volume = {1},
number = {2},
articleno = {6},
doi = {http://doi.acm.org/10.1145/1267066.1267067},
issn = {1556-4681},
journal-iso = {ACM Trans. Knowl. Discov. Data},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/acm.pdf}
}
@article{lhm15,
author = {Loh, W.-Y. and He, X. and Man, M.},
title = {A regression tree approach to identifying subgroups with
differential treatment effects},
journal = {Statistics in Medicine},
doi = {10.1002/sim.6454},
volume = {34},
pages = {1818-1833},
year = {2015},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/LohHeMan15.pdf}
}
@article{lfmcy16,
author = {Loh, W.-Y. and Fu, H. and Man, M. and Champion, V. and Yu, M.},
title = {Identification of subgroups with differential treatment
effects for longitudinal and multiresponse
variables},
journal = {Statistics in Medicine},
year = {2016},
volume = 35,
pages = {4837-4855},
doi = {10.1002/sim.7020},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/LFMCY16.pdf}
}
@article{lecl19,
author = {Loh, W.-Y. and Eltinge, J. and Cho, M. J. and Li, Y.},
title = {Classification and regression trees and forests for
incomplete data from sample surveys},
journal = {Statistica Sinica},
volume = {29},
pages = {431-453},
year = {2019},
doi = {10.5705/ss.202017.0225},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/LECL19.pdf}
}
@article{LMW19,
author = {Loh, W.-Y. and Man, M. and Wang, S.},
title = {Subgroups from regression trees with adjustment for
prognostic effects and post-selection inference},
journal = {Statistics in Medicine},
doi = {10.1002/sim.7677},
year = {2019},
volume = {38},
pages = {545-557},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/sm19.pdf}
}
@article{lpsfsjcbb12,
author = {Loh, W.-Y. and Piper, M. E. and Schlam, T. R. and Fiore, M. C. and
Smith, S. S. and Jorenby, D. E. and Cook, J. W. and Bolt, D. M. and
Baker, T. B.},
title = {Should all smokers use combination smoking cessation pharmacotherapy?
{Using} novel analytic methods to detect differential treatment effects
over eight weeks of pharmacotherapy},
journal = {Nicotine and Tobacco Research},
year = {2012},
volume = {14},
pages = {131--141},
journal-iso = {Nicotine Tob. Res.},
doi = {10.1093/ntr/ntr147}
}
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author = {Loh, W.-Y. and Shih, Y.-S.},
title = {Split selection methods for classification trees},
journal = {Statistica Sinica},
year = {1997},
volume = {7},
pages = {815--840},
url = {http://www3.stat.sinica.edu.tw/statistica/j7n4/j7n41/j7n41.htm}
}
@article{lv88,
author = {Loh, W.-Y. and Vanichsetakul, N.},
title = {Tree-structured classification via generalized discriminant analysis
(with discussion)},
journal = {Journal of the American Statistical Association},
year = {1988},
volume = {83},
pages = {715--728},
url = {http://www.stat.wisc.edu/~loh/treeprogs/fact/LV88.pdf}
}
@article{lohwu87,
author = {Loh, W.-Y. and Wu, C. F. J.},
title = {Discussion of {Efron: Better} bootstrap confidence intervals},
journal = {Journal of the American Statistical Association},
year = {1987},
volume = {82},
pages = {188--190}
}
@article{ly93,
author = {Loh, W.-Y. and Yu, X.},
title = {Bounds on the size of the likelihood ratio test of independence in
a contingency table},
journal = {Journal of Multivariate Analysis},
year = {1993},
volume = {45},
pages = {291--304}
}
@inproceedings{LZ09,
author = {Loh, W.-Y. and Zheng, W.},
title = {On bootstrap tests of hypotheses},
booktitle = {Optimality: Third E. L. Lehmann Symposium},
year = {2009},
editor = {J. Rojo},
volume = {57},
series = {IMS Lecture Notes-Monograph Series},
pages = {93--116},
organization = {Institute of Mathematical Statistics},
doi = {10.1214/09-LNMS5708}
}
@article{lz13,
author = {W.-Y. Loh and W. Zheng},
title = {Regression trees for longitudinal and multiresponse data},
journal = {Annals of Applied Statistics},
year = {2013},
volume = {7},
pages = {495-522},
doi = {10.1214/12-AOAS596},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/AOAS596.pdf}
}
@article{lz94,
author = {W.-Y. Loh and X. Zheng},
title = {Bias and Variance Reduction in Estimation of Model Dimension},
journal = {Proceedings of the American Mathematical Society},
year = {1994},
volume = {122},
pages = {1263--1272}
}
@article{LZZZ20,
author = {Loh, W.-Y. and Zhang, Q. and Zhang, W. and Zhou, P.},
title = {Missing data, imputation and regression trees},
journal = {Statistica Sinica},
year = 2020,
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/LZZZ20.pdf},
volume = 30,
pages = {1697-1722}
}
@incollection{LZ20,
author = {Loh, W.-Y. and Zhou, P.},
title = {The {GUIDE} Approach to Subgroup Identification},
editor = {Ting, N. and Cappelleri, J. C. and Ho, S. and Chen, D.-G.},
booktitle = {Design and Analysis of Subgroups with
Biopharmaceutical Applications},
publisher = {Springer},
year = 2020,
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/LZ20.pdf},
pages = {147-165}
}
@article{LZ21,
author = {Loh, W.-Y. and Zhou, P.},
title = {Variable importance scores},
journal = {Journal of Data Science},
year = {2021},
volume = {19},
number = {4},
pages = {569-592},
doi = {10.6339/21-JDS1023}
}
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author = {Melas, I. N. and Sakellaropoulos, T. and Iorio,
F. and Alexopoulos, L. G. and Loh, W.-Y. and
Lauffenburger, D. A. and Saez-Rodriguez, J. and
Bai, J. P. F.},
title = {Identification of drug mode of action based on gene
expression data: Application in drug induced lung
injury},
journal = {Integrative Biology},
year = 2015,
volume = 7,
pages = {904-920},
doi = {10.1039/C4IB00294F},
url = {http://www.stat.wisc.edu/~loh/treeprogs/guide/Melas15.pdf}
}
@article{NWL11,
author = {Nasief, H. G. and Whited, G. C. and Loh, W.-Y.},
title = {Wisconsin method for probing {Portland} cement concrete pavement
for thickness},
journal = {Transportation Research Record},
year = {2011},
volume = {2228},
pages = {99--107},
doi = {10.3141/2228-12}
}
@article{gender10,
author = {Piper, M. E. and Cook, J. W. and Schlam, T. R. and Jorenby, D. E.
and Smith, S. S. and Bolt, D. M. and Loh, W.-Y.},
title = {Gender, race, and education differences in abstinence rates among
participants in two randomized smoking cessation trials},
journal = {Nicotine and Tobacco Research},
year = {2010},
volume = {12},
pages = {647--657},
number = {6},
doi = {10.1093/ntr/ntq067}
}
@article{substance11,
author = {Piper, M. E. and Loh, W.-Y. and Smith, S. S. and Japuntich,
S. J. and Baker, T. B.},
title = {Using decision tree analysis to identify risk factors for relapse
to smoking},
journal = {Substance Use and Misuse},
year = {2011},
volume = {46},
pages = {492--510},
number = {4},
doi = {10.3109/10826081003682222}
}
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author = {Piper, M. E. and Schlam, T. R. and Cook, J. W. and Sheffer, M. A.
and Smith, S. S. and Loh, W.-Y. and Bolt, D. M. and Kim, S.Y. and
Kaye, J. T. and Hefner, K. R. and Baker, T. B.},
title = {Tobacco withdrawal components and their relations with cessation
success},
journal = {Psychopharmacology},
year = {2011},
volume = {216},
pages = {569--578},
doi = {10.1007/s00213-011-2250-3}
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D. and Bolt, D. and Collins, L. and Mermelstein,
R. and Schlam, T. and Cook, J. and Jorenby,
D. and Loh, W-Y. and Baker, T.},
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Cessation: A Factorial Screening Experiment},
journal = {Addiction},
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Smith, S. S. and Bolt, D. M. and Loh, W-Y. and
Mermelstein, R. and Collins, L. M. and Fiore, M. C.
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title = {Toward precision smoking cessation treatment {I}: moderator
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volume = 171,
pages = {59-65},
doi = {10.1016/j.drugalcdep.2016.11.025}
}
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author = {Qu, P. and Loh, W-Y.},
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two-class problem},
journal = {Communications in Statistics (Theory and Methods)},
year = {1992},
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pages = {2757--2774}
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Fraser, D. and Bolt, D. and Collins, L. and
Mermelstein, R. and Piper, M. and Cook, J. and
Jorenby, D. and Loh, W-Y. and Baker, T.},
title = {Comparative Effectiveness of Intervention Components
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author = {Stein, J. H. and Asthana, A. and Smith, S. and
Piper, M. E. and Loh, W.-Y. and Fiore, M. C. and
Baker, T. B.},
title = {Smoking cessation and the risk of diabetes mellitus
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author = {Whited, G. C. and Stenhaug, B. A. and Loh, W.-Y.},
title = {Probing {Portland} cement concrete pavement for thickness determination in {Wisconsin}},
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year = 2013,
volume = {2347},
pages = {41-51}
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author = {Wolberg, W. H. and Tanner, M. A. and Loh, W.-Y.},
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journal = {Analytical and Quantitative Cytology and Histology},
year = {1988},
volume = {10},
pages = {225--228}
}
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author = {Wolberg, W. H. and Tanner, M. A. and Loh, W.-Y.},
title = {Fine needle aspiration for breast mass diagnosis},
journal = {Archives of Surgery},
year = {1989},
volume = {124},
pages = {814--818}
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author = {Wolberg, W. H. and Tanner, M. A. and Loh, W.-Y. and Vanichsetakul,
N.},
title = {Statistical approach to fine needle aspiration diagnosis of breast
masses},
journal = {Acta Cytologica},
year = {1987},
volume = {31},
pages = {737--741}
}
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author = {X. Zheng and W.-Y. Loh},
title = {Bootstrapping binomial confidence intervals},
journal = {Journal of Statistical Planning and Inference},
year = {1995},
volume = {43},
pages = {355--380}
}
@article{zl95,
author = {X. Zheng and W.-Y. Loh},
title = {Consistent variable selection in linear models},
journal = {Journal of the American Statistical Association},
year = {1995},
volume = {90},
pages = {151--156}
}
@article{zl97,
author = {X. Zheng and W.-Y. Loh},
title = {A consistent variable selection criterion for linear models with
high-dimensional covariates},
journal = {Statistica Sinica},
year = {1997},
volume = {7},
pages = {311--325}
}
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