• 5503 Citations
  • 24 h-Index
1986 …2022

Research output per year

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Research Output

  • 5503 Citations
  • 24 h-Index
  • 48 Article
  • 2 Conference contribution
  • 2 Comment/debate
  • 1 Book
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Article
2019

A study into mechanisms of attitudinal scale conversion: A randomized stochastic ordering approach

Gilula, Z., McCulloch, R. E., Ritov, Y. & Urminsky, O., Sep 15 2019, In : Quantitative Marketing and Economics. 17, 3, p. 325-357 33 p.

Research output: Contribution to journalArticle

1 Scopus citations

Decision making and uncertainty quantification for individualized treatments using Bayesian Additive Regression Trees

Logan, B. R., Sparapani, R., McCulloch, R. & Laud, P. W., Apr 1 2019, In : Statistical Methods in Medical Research. 28, 4, p. 1079-1093 15 p.

Research output: Contribution to journalArticle

6 Scopus citations

Heteroscedastic BART via Multiplicative Regression Trees

Pratola, M. T., Chipman, H. A., George, E. I. & McCulloch, R. E., Jan 1 2019, (Accepted/In press) In : Journal of Computational and Graphical Statistics.

Research output: Contribution to journalArticle

Nonparametric competing risks analysis using Bayesian Additive Regression Trees

Sparapani, R., Logan, B. R., McCulloch, R. & Laud, P. W., Jan 1 2019, (Accepted/In press) In : Statistical Methods in Medical Research.

Research output: Contribution to journalArticle

1 Scopus citations
2018

On the Long-Run Volatility of Stocks

Carvalho, C. M., Lopes, H. F. & McCulloch, R., Jul 3 2018, In : Journal of the American Statistical Association. 113, 523, p. 1050-1069 20 p.

Research output: Contribution to journalArticle

1 Scopus citations
2016

Bayes and big data: The consensus monte carlo algorithm

Scott, S. L., Blocker, A. W., Bonassi, F. V., Chipman, H. A., George, E. I. & McCulloch, R. E., Jan 1 2016, In : International Journal of Management Science and Engineering Management. 11, 2, p. 78-88 11 p.

Research output: Contribution to journalArticle

82 Scopus citations

Nonparametric survival analysis using Bayesian Additive Regression Trees (BART)

Sparapani, R. A., Logan, B. R., McCulloch, R. & Laud, P. W., Jul 20 2016, In : Statistics in Medicine. 35, 16, p. 2741-2753 13 p.

Research output: Contribution to journalArticle

23 Scopus citations
2014

Comment

McCulloch, R., Nov 1 2014, In : American Statistician. 68, 2, p. 87-88 2 p.

Research output: Contribution to journalArticle

Parallel Bayesian Additive Regression Trees

Pratola, M. T., Chipman, H. A., Gattiker, J. R., Higdon, D. M., McCulloch, R. & Rust, W. N., Jul 3 2014, In : Journal of Computational and Graphical Statistics. 23, 3, p. 830-852 23 p.

Research output: Contribution to journalArticle

19 Scopus citations

Reversal of fortune: A statistical analysis of penalty calls in the National Hockey League

Abrevaya, J. & McCulloch, R., Jun 1 2014, In : Journal of Quantitative Analysis in Sports. 10, 2, p. 207-224 18 p.

Research output: Contribution to journalArticle

9 Scopus citations
2013

Bayesian treed response surface models

Chipman, H., George, E. I., Gramacy, R. B. & Mcculloch, R., Jul 1 2013, In : Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery. 3, 4, p. 298-305 8 p.

Research output: Contribution to journalArticle

7 Scopus citations

Multi level categorical data fusion using partially fused data

Gilula, Z. & McCulloch, R., Sep 1 2013, In : Quantitative Marketing and Economics. 11, 3, p. 353-377 25 p.

Research output: Contribution to journalArticle

5 Scopus citations
2012

BART: Bayesian additive regression trees

Chipman, H. A., George, E. I. & McCulloch, R. E., Mar 1 2012, In : Annals of Applied Statistics. 6, 1, p. 266-298 33 p.

Research output: Contribution to journalArticle

258 Scopus citations
2011

Discussion of “statistical inference: The big picture” by R. E. Kass

McCulloch, R., Jan 1 2011, In : Statistical Science. 26, 1, p. 15-16 2 p.

Research output: Contribution to journalArticle

2010

Bayesian flexible modeling of trip durations

Chipman, H., George, E., Lemp, J. & McCulloch, R., Jun 2010, In : Transportation Research Part B: Methodological. 44, 5, p. 686-698 13 p.

Research output: Contribution to journalArticle

5 Scopus citations
2009

On the determination of general scientific models with application to asset pricing

Gallant, A. R. & Mcculloch, R. E., Mar 1 2009, In : Journal of the American Statistical Association. 104, 485, p. 117-131 15 p.

Research output: Contribution to journalArticle

14 Scopus citations
2008

A semi-parametric Bayesian approach to the instrumental variable problem

Conley, T. G., Hansen, C. B., McCulloch, R. E. & Rossi, P. E., May 1 2008, In : Journal of Econometrics. 144, 1, p. 276-305 30 p.

Research output: Contribution to journalArticle

43 Scopus citations
2006

A direct approach to data fusion

Gilula, Z., Mcculloch, R. E. & Rossi, P. E., Feb 1 2006, In : Journal of Marketing Research. 43, 1, p. 73-83 11 p.

Research output: Contribution to journalArticle

26 Scopus citations
2002

Bayesian treed models

Chipman, H. A., George, E. I. & McCulloch, R. E., Jul 1 2002, In : Machine Learning. 48, 1-3, p. 299-320 22 p.

Research output: Contribution to journalArticle

100 Scopus citations
2000

A Bayesian analysis of the multinomial probit model with fully identified parameters

McCulloch, R. E., Polson, N. G. & Rossi, P. E., Nov 2000, In : Journal of Econometrics. 99, 1, p. 173-193 21 p.

Research output: Contribution to journalArticle

140 Scopus citations

Hierarchical priors for Bayesian CART shrinkage

Chipman, H., George, E. I. & McCulloch, R. E., Jan 1 2000, In : Statistics and Computing. 10, 1, p. 17-24 8 p.

Research output: Contribution to journalArticle

6 Scopus citations

Modeling covariance matrices in terms of standard deviations and correlations, with application to shrinkage

Barnard, J., McCulloch, R. & Meng, X. L., Oct 1 2000, In : Statistica Sinica. 10, 4, p. 1281-1311 31 p.

Research output: Contribution to journalArticle

311 Scopus citations
1999

Account-Level Modeling for Trade Promotion: An Application of a Constrained Parameter Hierarchical Model

Boatwright, P., McCulloch, R. & Rossi, P., Dec 1 1999, In : Journal of the American Statistical Association. 94, 448, p. 1063-1073 11 p.

Research output: Contribution to journalArticle

38 Scopus citations

Comment

George, E. I. & McCulloch, R., Sep 1 1999, In : Journal of the American Statistical Association. 94, 447, p. 798-799 2 p.

Research output: Contribution to journalArticle

1 Scopus citations
1998

Bayesian CART model search

Chipman, H. A., George, E. I. & McCulloch, R. E., Sep 1 1998, In : Journal of the American Statistical Association. 93, 443, p. 935-948 14 p.

Research output: Contribution to journalArticle

352 Scopus citations

Bayesian inference for periodic regime-switching models

Ghysels, E., Mcculloch, R. E. & Tsay, R. S., Jan 1 1998, In : Journal of Applied Econometrics. 13, 2, p. 129-143 15 p.

Research output: Contribution to journalArticle

11 Scopus citations

Comment

McCulloch, R., Jun 1 1998, In : Journal of the American Statistical Association. 93, 442, p. 575 1 p.

Research output: Contribution to journalArticle

Rejoinder

Chipman, H. A., George, E. I. & McCulloch, R., Sep 1 1998, In : Journal of the American Statistical Association. 93, 443, p. 957-960 4 p.

Research output: Contribution to journalArticle

1 Scopus citations
1997

Adaptive bayesian wavelet shrinkage

Chipman, H. A., Chipman, H. A., Kolaczyk, E. D. & McCulloch, R. E., Dec 1 1997, In : Journal of the American Statistical Association. 92, 440, p. 1413-1421 9 p.

Research output: Contribution to journalArticle

385 Scopus citations

Approaches for bayesian variable selection

George, E. I. & McCulloch, R. E., Apr 1 1997, In : Statistica Sinica. 7, 2, p. 339-373 35 p.

Research output: Contribution to journalArticle

619 Scopus citations

A unified approach to estimating and modeling linear and nonlinear time series

Chen, C. W. S., McCulloch, R. E. & Tsay, R. S., Apr 1 1997, In : Statistica Sinica. 7, 2, p. 451-472 22 p.

Research output: Contribution to journalArticle

10 Scopus citations
1996

The value of purchase history data in target marketing

Rossi, P. E., McCulloch, R. E. & Allenby, G. M., Jan 1 1996, In : Marketing Science. 15, 4, p. 321-340 20 p.

Research output: Contribution to journalArticle

375 Scopus citations
1994

An exact likelihood analysis of the multinomial probit model

McCulloch, R. & Rossi, P. E., Jan 1 1994, In : Journal of Econometrics. 64, 1-2, p. 207-240 34 p.

Research output: Contribution to journalArticle

268 Scopus citations

BAYESIAN ANALYSIS OF AUTOREGRESSIVE TIME SERIES VIA THE GIBBS SAMPLER

McCulloch, R. & Tsay, R. S., 1994, In : Journal of Time Series Analysis. 15, 2, p. 235-250 16 p.

Research output: Contribution to journalArticle

92 Scopus citations

Bayesian inference of trend and difference-stationarity

Mcculloch, R. E. & Tsay, R. S., Aug 1994, In : Econometric Theory. 10, 3-4, p. 596-608 13 p.

Research output: Contribution to journalArticle

15 Scopus citations

STATISTICAL ANALYSIS OF ECONOMIC TIME SERIES VIA MARKOV SWITCHING MODELS

McCulloch, R. & Tsay, R. S., 1994, In : Journal of Time Series Analysis. 15, 5, p. 523-539 17 p.

Research output: Contribution to journalArticle

77 Scopus citations
1993

Bayesian inference and prediction for mean and variance shifts in autoregressive time series

McCulloch, R. E. & Tsay, R. S., Sep 1993, In : Journal of the American Statistical Association. 88, 423, p. 968-978 11 p.

Research output: Contribution to journalArticle

99 Scopus citations

Exploring regression structure with graphics

Cook, R. D., Wetzel, N., Bermúdez, J. D., De La Horra, J., Critchley, F., Lavine, M., Li, K. C., McCulloch, R. E., Morton, S. C., Shen, X., Weisberg, S. & Zacks, S., Dec 1 1993, In : Test. 2, 1-2, p. 33-100 68 p.

Research output: Contribution to journalArticle

12 Scopus citations

On obtaining invariant prior distributions

George, E. I. & McCulloch, R., Nov 1993, In : Journal of Statistical Planning and Inference. 37, 2, p. 169-179 11 p.

Research output: Contribution to journalArticle

12 Scopus citations

Variable selection via Gibbs sampling

George, E. I. & McCulloch, R. E., Sep 1993, In : Journal of the American Statistical Association. 88, 423, p. 881-889 9 p.

Research output: Contribution to journalArticle

1278 Scopus citations
1992

Bayes factors for nonlinear hypotheses and likelihood distributions

Mcculloch, R. E. & Rossi, P. E., Dec 1 1992, In : Biometrika. 79, 4, p. 663-676 14 p.

Research output: Contribution to journalArticle

27 Scopus citations
1991

A bayesian approach to testing the arbitrage pricing theory

McCulloch, R. & Rossi, P. E., Jan 1 1991, In : Journal of Econometrics. 49, 1-2, p. 141-168 28 p.

Research output: Contribution to journalArticle

36 Scopus citations
1990

A multivariate generalization of quantile–quantile plots

Easton, G. S. & McCulloch, R. E., Jun 1990, In : Journal of the American Statistical Association. 85, 410, p. 376-386 11 p.

Research output: Contribution to journalArticle

28 Scopus citations

Posterior, predictive, and utility-based approaches to testing the arbitrage pricing theory

McCulloch, R. & Rossi, P. E., Jan 1 1990, In : Journal of Financial Economics. 28, 1-2, p. 7-38 32 p.

Research output: Contribution to journalArticle

43 Scopus citations
1989

Local model influence

McCulloch, R. E., Jun 1989, In : Journal of the American Statistical Association. 84, 406, p. 473-478 6 p.

Research output: Contribution to journalArticle

117 Scopus citations
1988

Information and the likelihood function in exponential families

McCulloch, R. E., Feb 1988, In : American Statistician. 42, 1, p. 73-75 3 p.

Research output: Contribution to journalArticle

11 Scopus citations
1987

Added – variable plots in linear regression

Johnson, B. W. & McCulloch, R. E., Nov 1987, In : Technometrics. 29, 4, p. 427-433 7 p.

Research output: Contribution to journalArticle

7 Scopus citations
1986

Some remarks on allocatory and separatory linear discrimination

McCulloch, R. E., 1986, In : Journal of Statistical Planning and Inference. 14, 2-3, p. 323-330 8 p.

Research output: Contribution to journalArticle

2 Scopus citations