@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},
year = 2012,
note = {In press}
}
@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{ALLH12,
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},
note = {In press}
}
@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{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{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},
year = {2007},
volume = {112},
pages = {C05020},
month = may,
doi = {10.1029/2006JC003833}
}
@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},
year = {2009},
volume = {114},
pages = {D05101},
month = mar,
doi = {10.1029/2008JD010420}
}
@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{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{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/quest1.7/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{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{guide8,
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://arxiv.org/abs/1011.0608}
}
@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/pubs/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},
pages = {210--228},
organization = {Institute of Mathematical Statistics Lecture Notes-Monograph Series},
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}
}
@article{lohcal87,
author = {Loh, W.-Y.},
title = {Calibrating confidence coefficients},
journal = {Journal of the American Statistical Association},
year = {1987},
volume = {82},
pages = {155--162}
}
@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{wires10,
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},
doi = {10.1002/widm.8}
}
@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},
journal-iso = {ACM Trans. Knowl. Discov. Data},
volume = {1},
issue = {2},
year = {2007},
issn = {1556-4681},
articleno = {6},
url = {http://doi.acm.org/10.1145/1267066.1267067},
doi = {http://doi.acm.org/10.1145/1267066.1267067}
}
@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.}
}
@article{lohshih97,
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}
}
@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},
url = {http://www.stat.wisc.edu/~loh/pubs/LNMS5708.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{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},
note = {PMC2878731},
doi = {10.1093/ntr/ntq067},
eprint = {http://ntr.oxfordjournals.org/cgi/reprint/ntq067v1.pdf},
url = {http://ntr.oxfordjournals.org/cgi/content/abstract/ntq067v1}
}
@article{substance11,
author = {Piper, M. E. and Loh, W.-Y. and Smith and S. S. and Japuntich and
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}
}
@article{piper11,
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}
}
@article{qul92,
author = {Qu, P. and Loh, W-Y.},
title = {Application of {Box-Cox} transformations to discrimination for the
two-class problem},
journal = {Communications in Statistics (Theory and Methods)},
year = {1992},
volume = {21},
pages = {2757--2774}
}
@article{wtl88,
author = {Wolberg, W. H. and Tanner, M. A. and Loh, W.-Y.},
title = {Diagnostic schemes for fine needle aspirates of breast masses},
journal = {Analytical and Quantitative Cytology and Histology},
year = {1988},
volume = {10},
pages = {225--228}
}
@article{wtl89,
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}
}
@article{wtlv87,
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