Joe McKean
NEW BOOK
Nonparametric Statistical Methods Using R, (2014), John Kloke and Joe McKean, Chapman-Hall: Boca Raton, FL.
This is an applied book in nonparamterics. Rfit can be downloaded at CRAN and the other The R software used in the book can be downloaded at
GitHub .
Introduction to Mathematical Statistics, Hogg, McKean and Craig, 8th Ed, Home page
Most of the data sets in the book: Robust Nonparametric Statistical Methods, 2nd ed
by Tom Hettmansperger and Joe McKean, New York:Chapman&Hall, 2010 can be found here:
Data Sets in HM
For Rcode for HM, I recommend the R package Rfit developed by John Kloke and myself.
It can be downloaded at CRAN.
Professor of Statistics, Department of Statistics
Ph.D. Statistics, Penn State University
Some Recent Publications
- Nonparametric Statistical Methods Using R, (2014), John Kloke and Joe McKean, Boca Raton, FL: Chapman-Hall.
- Introduction to Mathematical Statistics, 7th Ed.,with Robert Hogg and Allen Craig, (2013), Boston: Pearson.
- Robust Nonparametric Statistical Methods,with Thomas P. Hettmansperger, (2011), Boca Raton, FL: Chapman-Hall.
-
McKean, J. W. (2004),
Robust Analyses of Linear Models, Statistical Science 19, 562-570.
-
Terpstra, J. and
McKean, J. W. (2005),
Rank-Based Analyses of Linear Models using R, (2005), Journal of Statistical Software,
14, Issue 7, http://www.jstatsoft.org/
-
Hettmansperger, T. P.,
McKean, J. W. and
Sheather, S. J. (2004),
Rank-Based Inference, (2004), Encyclopedia of Statistics in Behavioral Science, Volume
4, pages 1688-1691. Published by Wiley Chichester, UK. 2005. ISBN 0 470
860 804, Ed. Brian Everitt, David Howell, and Cliff Lunneborg.
-
Huitema, B. E. and
McKean, J. W. (2007),
Identifying autocorrelation generated by various error processes in interrupted time-series
regression designs: a comparison of AR1 and Portmanteau tests,
Educational and Psychological Measurement, 67, 447-459.
-
Crimin, K.,
Abebe, A. and
McKean, J. W. (2007),
Robust General Linear Models and Graphics via a User Interface, Journal of
Modern Applied Statistics, To appear.
-
Abebe, A. and
McKean, J. W. (2007),
Highly Efficient Nonlinear Regression based on the Wilcoxon norm, (2007),
- Festschrift in Honor of Mir Masoom Ali on the Occasion of his Retirement,
D.\ Umbach ed, 340-357.
-
Huitema, B. E.,
McKean, J. W. and Laraway, S. (2007),
Time-Series Intervention, Journal of Modern Applied Statistics, 6, 2, 367-379.
-
Huitema, B. E. and
McKean, J. W. (2007),
An improved portmanteau test for autocorrelated errors in interrupted time-series regression,
Behavior Research Methods, 39, 343-349.
-
Crimin, K.,
McKean, J. W. and
Sheather, S. J. (2007),
Discriminant Procedures Based on Robust Discriminant Coordinates, Journal of Nonparametric Statistics, 19, 199-213.
-
Sheather, S. J.,
McKean, J. W. and
Crimin, K. (2008),
Sliced Mean Variance Covariance Inverse Regression, Journal of ComputationalStatistics and Data Analysis, 52, 1908-1927.
-
McKean, J. W.,
Terpstra, J. and Kloke, J. D. (2009),
Computational rank-based statistics, Wiley Interdisciplinary Reviews:
Computational Statistics, Volume 1 Issue 2, Pages 132 - 140
-
McKean, J. W. and Sheather, S.J. (2009),
Diagnostic Procedures, Wiley Interdisciplinary Reviews:
Computational Statistics, Volume 1 Issue 2, Pages 221 - 233.
- Kloke, J., McKean, J. W. and Rashid, (2009), Rank-Based Estimation and
Associated Inferences for Linear Models with Cluster Correlated Errors,
Journal of the American Statistical Association}, 104, 384-390.
- Kloke, J.D.\ and McKean, J.W.\ (2011), Rank-based estimation for Arnold-transformed data, 183-203,
Nonparametric Statistics and Mixture Models: A Festschrift in Honor of Thomas P.\ Hettmansperger,
Hunter, D., Richards, D.\ and Rosenberger, J.\ ed., New Jersey: World Scientific.
- M. Mushfiqur Rashid , Joseph W. McKean \& John D. Kloke (2012) R Estimates and Associated
Inferences for Mixed Models With Covariates in a Multicenter Clinical Trial, Statistics in Biopharmaceutical Research, 4:1,
37-49, DOI: 10.1080/19466315.2011.636293
- Abebe, Asheber, McKean, J. W. and Bindele, H. (2012),
On the consistency of a class of nonlinear regression estimators,
Pakistan Journal of Statistics and Operations Research, 8, 543--555.
- Rashid, M., McKean, J.\ W.\ and Kloke, J., D.\ (2012), Rank-based analysis of unbalanced repeated measures data,
Pakistan Journal of Statistics and Operations Research, 8, 719--735.
- M. Mushfiqur Rashid , Joseph W. McKean \& John D. Kloke (2013) Review of Rank-Based Procedures for
Multicenter Clinical Trials, Journal of Biopharmaceutical Statistics, 23:6, 1207-1227, DOI:
10.1080/10543406.2013.834919
- Nandakumar, S.\ and McKean, J.\ W.\ (2011), Application of Component-wise Rank Method to Bivariate Bioequivalence Case, Pharmaceutical Users Software Exchange (PhUSE), 4, 19--23.
- Nandakumar, S.\ and McKean, J.\ W.\ (2011),
Outlier resistance of multivariate bioequivalence procedures,
MWSUG 2011: SAS Conference Proceedings, SA21,
- Crimin, K., McKean, J.\ W.\ and Vidmar, T.\ J.\ (2012),
Rank-Based Estimate of 4-Parameter Logistic Model, Pharmaceutical Statistics, 214--221.
- Magura, S., McKean, J.W., Kosten, S.\ and Tonigan, J.S.\ (2013), A novel application
to propensity score matching to estimate Alcoholics Anonymous' effect on drinking outcomes, Drug and
Alcohol Dependence, 129, 54--59.
- Awosoga, O., McKean, J.\ W.\ and Huitema, B.\ (2014),
Simple Robust Tests for Autocorrelated Errors in Time Series Design Intervention Models, Communications in Statistics A, 43, 2629--2641.
- McKean, J.W.\ (2012), Discussant on: Thas, O., Neve, J.D., Clement. L. and Ottoy, J.P. (2012), Probabilistic index models, Journal of the Royal Statistical Society: Series B, 74, 623--671.
- Kloke, J.D.\ and McKean, J.W.\ (2012), Rfit: Rank-based estimation for linear models, The R Journal, 4/2, 57-64.
- Salman, M.\ and McKean, J.W.\ (2013), On Multivariate Rank and Generalized Rank Regression, Journal of Statistics Applications and Probability, 2, 1--18.
-
Abebe, A. and
McKean, J. W. (2013),
Weighted Wilcoxon Estimators in Nonlinear Regression, Australian \& New Zealand Journal of
Statistics}, 55, 401-420.
- Lindsey, C.D., Sheather, S.J., and McKean, J.W. (2014), Using sliced mean variance-covariance inverse regression
for classification and dimension reduction, Computational Statistics and Data Analysis, 29, 769--798.
- McKean, J. W. and Kloke, J.D. (2014), Efficient and adaptive rank-based fits
for linear models with skewed-normal errors, Journal of Statistical Distributions and Applications, In press.
- Watcharotone, K., McKean, J.W.\ and Huitema, B.E. (2014), A Monte Carlo study of traditional and rank-based picked-point analyses, Submitted.
Address
Department of Statistics,
Western Michigan University,
Kalamazoo, MI 49008
Phone
(269) 387-4541
Fax
(269) 387-1419
E-mail
joseph.mckean@wmich.edu