RESEARCH INTERESTS:

 Spatial Statistics

            Spatial and Spatio-temporal Modeling

            Statistical Analysis of Environmental and Ecological Processes

 Modeling and Model Determination

 Nonparametric Bayesian Inference

 Bayesian Computation  

GRADUATE STUDENTS:

I have completed thirty Ph.D. students since 1990, nearly all of whom have gone into academic positions including the University of Minnesota, Carnegie-Mellon University, Texas A & M University, University of Southampton, North Carolina State University, University of California, Santa Cruz, University of Texas-Austin, Brigham Young University, and University of California, Los Angeles. I have also mentored numerous post-doctoral researchers, including individuals who have then taken positions at UFRJ (Brasil), Arizona State University, University of Michigan, University of Missouri, Texas Tech University, McGill University.

SHORT COURSES:

Graphical and Descriptive Methods for Criminal Justice Data: Washington, Philadelphia, San Francisco 1984; Houston, Chicago, New York 1985,

Markov Chain Monte Carlo Methodology:  University of Basel, Switzerland, May 1994; Southern Illinois University, DeKalb, IL, April 1996; National Chao Tung University, Taiwan, May 1997.

Spatial Modeling and Data Analysis: University of Sao Paolo, January 2001, University of Padua, May 2001, University of Oulu, Finland, June 2002, University of Bocconi, Milan, November, 2002.

Short Course on Hierarchical Modeling For the Analysis of Spatal Data, ENAR, Pittsburgh, March 2004, Joint Statistical Meetings, Minneapolis, August 2005.

NSF Short Course on Hierarchical Modeling for the Environmental Sciences, Duke University, June 2004, 2006

Short Course on Spatial Epidemiotogy, Erasmus Summer Program, Erasmus University, Rotterdam, August 2004, 2005, 2006, 2007.

Short Course on Hierarchical Modeling for the Analysis of Spatial Data, Southampton, May 2005, May 2007, June 2009.

Short Course on Hierarchical Modeling for the Analysis of Spatial Data, Tokyo, December, 2005

Short Course on Applied Bayesian Nonparametric Modelling, Joint Statistical Meetings, Seattle, August, 2006

Short Course on Multivariate Spatial Process Modeling, ASA Section on Statistics and the Environment and CISES, Chicago, October 2006

            Short Course on Hierarchical Modeling for the Analysis of Spatial Data,  Zaragoza, Spain,

            June 2007, Lisbon, Portugal, March 2008, Valencia, Spain, June, 2008, Southampton, UK,

            June 2009, Tel Aviv, June 2010, Southampton, UK, June 2011, May 2013, June 2015,

            University of Rome, June  2011, University of Bologna, March 2015

            Short Course on Bayesian Ecology, Joint Statistical Meetings, Vancouver, Canada, August

            2010

ABS11 Summer School, Hierarchical Modeling for Environmental Processes, Bolzano, Italy June 2011

Short Course on Bayesian Analysis of Spatial Point Patterns, Rome, Italy, June 2014

Short Course on Principles of Bayesian Inference and Hierarchical Modeling, Soochow University, Peking University, April-May 2015

Short Course on Bayesian methods and Spatial data methods, RTI, Durham, NC, Oct/Nov 2015

Short Course on Spatial data analysis, Intel, Portland Oregon, August, 2016

CBMS Summer Course, Bayesian Modeling for Spatial and Spatio-temporal Data, University of California, Santa Cruz, August 2017

Short Course on Spatial data analysis, University of Otago, Dunedin, New Zealand, December, 2017

PUBLICATIONS:

Books and Monographs:

Gelfand, A.E. and C.C. Walker, 1984. Ensemble Modeling: Inference from Small Scale Properties to Large Scale Systems. Marcel Dekker: New York.

Gelfand, A.E. 1984. Editor: Proceedings of the Second Workshop on Law and Justice Statistics, Bureau of Justice Statistics, Washington, D.C.

Gelfand, A.E. 1987. Editor: Contributions to the Theory and Application of Statistics, Academic Press, San Francisco.

Gelfand, A.E. (with S. Banerjee and B.P. Carlin) 2004. Hierarchical Modeling and Analysis for Spatial Data  Chapman Hall, Boca Raton.

Gelfand, A.E. (with Clark, J.S.) 2006. Hierarchical Modeling for Environmental Data; Some applications and Perspectives. Oxford University Press.

Gelfand, A.E. (with P. J. Diggle, M. Fuentes, P. Guttorp) 2010.  The Handbook of Spatial Statistics.  Chapman Hall, Boca Raton

Gelfand, A.E. (with S. Banerjee and B.P. Carlin) 2014. Hierarchical Modeling and Analysis for Spatial Data, 2nd Edition,  Chapman Hall, Boca Raton

Gelfand, A.E. (with E.Schliep) 2018 Bayesian Analysis and Computation for Spatial Point Patterns. NSF-CBMS Regional Conference Series in Probability and Statistics, Volume 10, Institute of Mathematical Statistics

Gelfand, A.E. (with M. Fuentes, J. Hoeting, and R.L. Smith) 2019 The Handbook of

Environmental and Ecological Statistics Chapman Hall, Boca Raton

Journal Articles:

1. 1.Gelfand, A.E. 1971. Seriation Methods for archaeological materials. American Antiquity 36 (3): 263-74. 

1. 2.Gelfand, A.E. 1971. Rapid seriation methods with archaeological applications. Mathematics in the Archaeological and Historical Sciences. Edinburgh University Press, pp. 186-201. 

1. 3.Gelfand, A.E. (with H. Solomon) 1973. A study of Poisson's models for jury verdicts in criminal and civil trials. J. Amer. Statist. Assoc. 68 (342): 271-78. 

1. 4.Gelfand, A.E. 1974. Rapid seriation methods for multivariate observations through similarities. Commun. in Statist. 3 (7): 635-45. 

1. 5.Gelfand, A.E. (with D.L. Thomas) 1974. Confidence coefficients for binomial interval estimates under hypergeometric models. Amer. Statistician 28 (2): 52-56. 

1. 6.Gelfand, A.E. (with H. Solomon) 1974. Modeling jury verdicts for the American legal  system. J. Amer. Statist. Assoc. 69 (345): 32-38. 

1. 7.Gelfand, A.E. (with H. Solomon) 1975. Analyzing the decision making process of the American jury. J. Amer. Statist. Assoc. 70 (350): 305-10. 

1. 8.Gelfand, A.E. 1976. A comparison of several attribute sampling plans. Naval Res. Logistics Quart. 23 (3): 513-23. 

1. 9.Gelfand, A.E. (with D.L. Thomas) 1976. Discrimination between the binomial and hypergeometric models. Commun. in Statist. 5 (3): 225-40. 

1. 10.Gelfand, A.E. (with C.C. Walker) 1977. The distribution of cycle lengths in a class of abstract systems. Internat. J. General Syst. 2 (4): 39-46. 

1. 11.Gelfand, A.E. (with H. Solomon) 1977. Considerations in building jury behavior models. Jurimetrics Journal 17 (4): 292-314. 

1. 12.Gelfand, A.E. 1977. Are 6-member juries really as good as 12-member juries? Trial Magazine 13 (2): 41-43. 

1. 13.Gelfand, A.E. 1977. Toward characterizing Boolean transformations. Proceedings of the Society for General Systems Research (February), pp. 111-16. 

1. 14.Gelfand, A.E. (with H. Solomon) 1977. Rejoinder to "On the Effect of Jury Size." J. Amer. Statist. Assoc. 72 (359): 536-37. 

1. 15.Gelfand, A.E. (with H. Solomon) 1977. An argument in favor of 12-member juries. Modeling the Criminal Justice System. Sage Criminal Justice System Annals, Sage Publications (March), pp. 205-23. 

1. 16.Gelfand, A.E. (with C.C. Walker) 1978. Managing Complex Systems: An Application of Ensemble Methods in System Theory. Applied General Systems Research, Recent Developments and Trends, G. Klir, ed. New York: Plenum Press. pp. 175-85. 

1. 17.Gelfand, A.E. (with C.C. Walker) 1978. A model for complex organization with applications to managerial strategy and advertising policy. Proceedings of the Business and Economic Statistics Section. 1978 ASA Meeting, pp. 232-36. 

1. 18.Gelfand, A.E. (with J.E. Davis) 1978. The jury list in Connecticut: Is the voter registration list truly representative? Connecticut Bar Journal 52 (6): 449-74. 

1. 19.Gelfand, A.E. (with C.C. Walker) 1978. A system theoretic approach to the management of complex organizations: Management by exception, priority and input span in a class of fixed structure models. Behavioral Science 24: 112-20. 

1. 20.Gelfand, A.E. (with W.R. Stephenson) 1979. A model for precedential value of appellate court decisions. Proceedings of the Social Statistics Section. 1979 ASA Meeting, pp. 559-63. 

1. 21.Gelfand, A.E. 1980. Statistics in Archaeology. In: Encyclopedia of Statistical Sciences, Vol. I. John Wiley & Sons, Inc., pp. 118-22. 

1. 22.Gelfand, A.E. (with C.C. Walker) 1980. A system theoretic approach to the management of complex organizations: Management by consensus and its interaction with other management strategies. Behavioral Science 25 (4): 250-60. 

1. 23.Gelfand, A.E. (with P. Shuchman) 1980. Can judges select cases of "No Precedential Value"? Emory Law Review 29: 193-228. 

1. 24.Gelfand, A.E. 1981. An estimation problem for Poisson processes. Australian Journal of Statistics 23 (2): 1-8. 

1. 25.Gelfand, A.E. (with C.C. Walker) 1982. On the character of and distance between states in a binary switching net. Biological Cybernetics 43: 79-86. 

1. 26.Gelfand, A.E. 1982. A behavioral summary for completely random nets. Bull. Math. Biol.- 44 (3): 309-20. 

1. 27.Gelfand, A.E. (with P. Cattin and J. Danes) 1983. A simple Bayesian procedure for estimation in a conjoint model. J. of Marketing Research, Vol. XX, pp. 29-35. 

1. 28.Gelfand, A.E. 1983. Estimation in noncentral distributions. Commun. in Statist. 12 (4): 463-475. 

1. 29.Gelfand, A.E. (with W.R. Stephenson) 1984. An examination of U.S. appellate court opinions. Proceedings of the Second Workshop on Law and Justice Statistics. Washington, D.C. pp. 37-45. 

1. 30.Gelfand, A.E. 1984. On attribute importance and relative market shares in conjoint analysis. Proceedings of the Business and Economics Statistics Section, 1984 ASA Meeting, pp. 243-248. 

1. 31.Gelfand, A.E. (with P. Cattin) 1985. A new non-metric conjoint method: some preliminary results. Proceedings of the Association for Consumer Research. 

1. 32.Gelfand, A.E. 1986. Review of "An Economic Analysis of Crime" by P. Schmidt and A. Witte, JASA 81 pp. 250-251. 

1. 33.Gelfand, A.E. 1986. Review of "Prediction in Criminology" by D.P. Farrington and R. Tarling, JASA 81 pp. 872-873. 

1. 34.Gelfand, A.E. 1987. Review of "Statistical Methods in Discrimination Litigation" by D.H. Kaye and M. Aicken, Jurimetrics 27, 3 pp. 325-327. 

1. 35.Gelfand, A.E. 1987. Reconsidering Inference in Conjoint Analysis Proceedings of ASA Business and Economics Section pp. 135-141. 

1. 36.Gelfand, A.E. 1987. Mean Square Error Behavior for Prediction in Linear Regression, Communications in Statistics 16 (6) pp. 1717-1724. 

1. 37.Gelfand, A.E. 1987. Estimation in Parametric Mixture Families: In Contributions to the Theory and Application of Statistics, pp. 379-396. 

1. 38.Gelfand, A.E. 1988. Estimation of a Restricted Variance Ratio, Proceedings of 2nd International Tampere Conference in Statistics pp. 457-466. 

1. 39.Gelfand, A.E. (with D.K. Dey) 1988. On the Estimation of Variance Ratios, Journal of Statistical Planning and Inference. 19 pp. 121-131. 

1. 40.Gelfand, A.E. (with D.K. Dey) 1988. Improved Estimation of a Disturbance Variance, Journal of Econometrics, 39 pp. 387-395. 

1. 41.Gelfand, A.E. (with A. Das Gupta and D. K. Dey) 1988. A new admissibility theorem with 

applications to estimation of survival and hazard rates and means in the scale parameter

family.  Sankhya, A 50(2) pp. 269-281. 

1. 42.Gelfand, A.E. (with D.K. Dey) 1988. Improved Estimation of Variance Components in Mixed Models. Commun. in Statistics A, 17: pp. 3313-3331. 

1. 43.Gelfand, A.E. (with S. Leeds) 1989. Estimation for Dirichlet Mixed Models. Naval Research Logistics Quart. 36 (2) pp. 197-214. 

1. 44.Gelfand, A.E. (with B. Carlin) 1989. Approaches for Empirical Bayes Confidence Intervals for a Vector of Exponential Scale Parameters, Computing Science and Statistics Interface 1988 ASA, pp. 485-498. 

1. 45.Gelfand, A.E. (with D.K. Dey) 1990. Improved Estimation of a Patterned Covariance Matrix, Journal of Multivariate Analysis, Vol. 31, pp. 107-116. 

1. 46.Gelfand, A.E. (with S.R. Dalal) 1990. A note on Overdispersed Exponential Families, Biometrika  77, pp. 55-64. 

1. 47.Gelfand, A.E. (with B. Carlin) 1990. Approaches for Empirical Bayes Confidence Intervals, Journal Amer. Stat. Assoc. 85, pp. 105-114. 

1. 48.Gelfand, A.E. (with A.F.M. Smith) 1990.  Sampling Based Approaches to Calculating Marginal Densities,  Journal Amer. Stat. Assoc., 85, 398-409.  [Reprinted in “Breakthroughs in Statistics”]. 

1. 49.Gelfand, A.E. (with S. Hills, A. Racine-Poon and A.F.M. Smith) 1990. Illustration of Bayesian Inference in Normal Data Models Using Gibbs Sampling.  Journal Amer. Stat. Assoc., 85, 972-985. 

1. 50.Gelfand, A.E. (with B. Carlin) 1990.  A Sample Reuse Method for Accurate Parametric Empirical Bayes Confidence Intervals,  Journal Royal Stat. Soc., Ser. B 53, 189-200.   

1. 51.Gelfand, A.E. (with D.K. Dey) 1990.  On measuring Bayesian robustness of contaminated classes of priors.  Statistics and Decisions 9, 63-80. 

1. 52.Gelfand, A.E. (with A.F.M. Smith) 1991.  Gibbs sampling for marginal posterior expectations.  Communications in Statistics, Theory and Methods, 20 (5 and 6), 1747-1766. 

1. 53.Gelfand, A.E. (with L. Kuo) 1991.  Nonparametric Bayesian bioassay including ordered polytomous response.  Biometrika, 78, 657-666.  

1. 54.Gelfand, A.E. (with B. Carlin) 1991.  An iterative Monte Carlo method for non-conjugate Bayesian analysis.  Statistics and Computing 1, 119-128. 

1. 55.Gelfand, A.E. (with J. Wakefield, A.F.M. Smith) 1992.  Efficient computation of random variates via the ratio-of-uniforms method.  Statistics and Computing, 1, 129-133. 

1. 56.Gelfand, A.E. (with B. Carlin, A.F.M. Smith) 1992.  Hierarchical Bayesian analysis of change point problems.  Applied Statistics, 41, 389-405. 

1. 57.Gelfand, A.E. (with B. Crabtree, S. Zyzanski, W.L. Miller, P.J. O'Connor, D. Winsemius) 1992.  Data analysis in primary care research:  log linear models.  Family Medicine, 24, 145-151. 

1. 58.Gelfand, A.E. (with J. Glaz, L. Kuo, T-M. Lee) 1992.  Inference for the maximum cell probability under multinomial sampling.  Naval Research Logistics, 39, 97-114. 

1. 59.Gelfand, A.E. (with B. Carlin) 1992.  Bayesian inference for hard problems using the Gibbs sampler.  In:  Computing Science and Statistics Interface 1990, eds. C. Page, R. LePage, Springer-Verlag, New York, 29-37. 

1. 60.Gelfand, A.E. (with A.F.M. Smith) 1992.  Bayesian statistics without tears:  a sampling-resampling perspective.  American Statistician, 46, 84-88. 

1. 61.Gelfand, A.E. (with D. Dey, H. Chang) 1992.  Model determination using predictive distributions with implementation via sampling based methods (with discussion).  Bayesian Statistics 4.  Eds: J. Bernardo et al.  Oxford University Press, 147-167. 

1. 62.Gelfand, A.E. (with A.F.M. Smith, T-M. Lee) 1992.  Bayesian analysis of constrained parameter and truncated data problems.  Journal Amer. Stat. Assoc., 87, 523-532. 

1. 63.Gelfand, A.E. (with N. Lange, B. Carlin).  1992.  Hierarchical Bayes models for the progression of HIV infection using longitudinal CD4+ counts (with discussion).  Journal Amer. Stat. Assoc., 87, 615-632. [JASA applications paper of the year]. 

1. 64.Gelfand, A.E. 1992.  Discussion to "Constrained Monte Carlo maximum likelihood for dependent data", Journal Royal Statistical Society, B, 54, 690-691. 

1. 65.Gelfand, A.E. 1993.  Discussion to the papers of Smith and Roberts, Besag and Green, and Gilks et al, J. Royal Statistical Society, B, 55, 70-71. 

1. 66.Gelfand, A.E. 1993.  Discussion to "Inference from Iterative Simulation using Multiple Sequences" and "Practical Markov Chain Monte Carlo", Statistical Science 7, 486-487. 

1. 67.Gelfand, A.E. (with A. Racine-Poon, A.F.M. Smith. J. Wakefield) 1993.  Bayesian analysis of population models using the Gibbs sampler, Applied Statistics (43, 201-221). 

1. 68.Gelfand, A.E. 1993.  Discussion to "Approximate Bayesian Inference with the Weighted  Likelihood Bootstrap", J. Royal Statistical Society B 56, 36-37. 

1. 69.Gelfand, A.E. (with B. Carlin) 1993.  Maximum likelihood estimation for constrained or missing data models, Canadian Journal of Statistics 21, 303-311. 

1. 70.Gelfand, A.E. (with B. Carlin) 1993.  Parametric likelihood inference for record breaking problems, Biometrika 80, 507-515. 

1. 71.Gelfand, A.E. (with C. Yiannoutsos) 1993.  Subgraph approximations for large directed graphical models, Statistical Decision Theory & Related Topics V, Eds. J. Berger and S. Gupta, Springer-Verlag, New York, 441-452. 

1. 72.Gelfand, A.E. (with D. Dey) 1994.  Bayesian model choice:  asymptotic and exact calculations, Journal Royal Statistical Society B 56, 501-514. 

1. 73.Gelfand, A.E. (with B. Mallick) 1994.  Generalized linear models with unknown link function, Biometrika 81, 237-245. 

1. 74.Gelfand, A.E. (with J. Pai, N. Ravishanker) 1994.  Bayesian analysis of concurrent time series with application to regional IBM revenue data.  Journal of Forecasting  13, 463-479. 

1. 75.Gelfand, A.E. (with B. Mallick) 1995. Discussion to "Assessment and Propagation of Model Uncertainty", J. Royal Stat. Soc. B 57, 82-83. 

1. 76.Gelfand, A.E. (with S. Sahu) 1995.  On Markov chain Monte Carlo acceleration.  Journal of Computational and Graphical Statistics 3, 261-276. 

1. 77.Gelfand, A.E. (with B. Mallick, D. Dey) 1995.  Modeling expert opinion:  likelihoods under incomplete probabilistic specification.  J. Amer Statist. Assoc. 90, 598-604. 

1. 78.Gelfand, A.E. (with B. Mallick) 1995.  Bayesian analysis of semiparametric proportional hazards models.  Biometrics, 51, 843-852 . 

1. 79.Gelfand, A.E. 1995.  Model Determination Using Sampling-Based Methods, In: Markov Chain         Monte Carlo In Practice, Eds. W. Gilks, S. Richardson and D. Spiegelhalter, Chapman Hall, London, 145-161. 

1. 80.Gelfand, A.E. (with B.P. Carlin) 1995.  Comment on "Bayesian Computation and Stochastic Systems".  Statistical Science 10, 43-46. 

1. 81.Gelfand, A.E. (with S. Sahu and B. Carlin) 1995. Efficient Parametrization for Normal Linear Mixed Effects Models, Biometrika 82, 479-488. 

1. 82.Gelfand, A.E. (with J. Marriott, N. Ravishanker, J. Pai) 1995. Bayesian analysis of ARMA processes:  complete sampling based inference under exact likelihoods, Bayesian Statistics and Econometrics: Essays In Honor of Arnold Zellner, D. Berry, K. Chaloner and J. Geweke, Eds., J. Wiley and Sons, New York, 241-256. 

1. 83.Gelfand, A.E. (with S. Mukhopadhyay) 1995.  On Nonparametric Bayesian Inference for the Distribution of a Random Sample, Canadian Journal of Statistics, 23, 411-420. 

1. 84.Gelfand, A.E. 1996.  Discussion to "Empirical methods for combining likelihoods", J. Amer. Statist. Assoc., 91, 551-552. 

1. 85.Gelfand, A.E. (with B. Mallick) 1996.  Semiparametric Errors in Variables Models; A Bayesian Approach.  J. Stat. Planning and Inference, 52, 307-321. 

1. 86.Gelfand, A.E. (with J. Sfiridis) 1996.  Bayesian Analysis of Financial Event Study Data.  Advances in Econometrics, 11, 25-62. 

1. 87.Gelfand, A.E. (with S. Sahu and B. Carlin) 1996.  Efficient Parametrization for Generalized Linear Mixed Models. Bayesian Statistics 5 Eds J. Bernardo, et al.  Clarendon Press, Oxford, 165-180. 

1. 88.Gelfand, A.E. (with P. Vlachos) 1996.  Issues in Bayesian Clinical Trial Design for Categorical Endpoint Models, In: Proceedings of the Biometrics Section, 1995 ASA Meeting.  

1. 89.Gelfand, A.E. 1997.  Gibbs Sampling, In: Encyclopedia of Statistical Sciences (update), Eds. J. Kotz, C. Read, D. Banks, J. Wiley and Sons, New York, 283-291. 

1. 90.Gelfand, A.E. (with S. Mukhopadhyay) 1997.  Dirichlet Process Mixed Generalized Linear Models, J. Amer. Statist. Assoc., 92, 633-639. 

1. 91.Gelfand, A.E. (with L. Waller, B.P. Carlin and H. Xia) 1997.  Hierarchical Spatio-temporal Mapping of Disease Rates.  J. Amer. Statist. Assoc., 92, 607-617. 

1. 92.Gelfand, A.E. (with B.K. Mallick and W. Polasek) 1997.  Broken Biological Size Relationships: A Censored Semiparametric Regression Approach with Measurement Error.  Journal of the American  Statistical Association, 92, 836-845. 

1. 93.Gelfand, A.E. (with M.D. Ecker) 1997. Bayesian Variogram Modeling for an Isotropic Spatial Process.  Journal of Agricultural, Biological and Environmental Statistics 2, 347-369. 

1. 94.Gelfand, A.E. (with D. Dey, F. Peng) 1997.  Overdispersed Generalized Linear Models.  Journal of Statistical Planning and Inference 64, 93-107. 

1. 95.Gelfand, A.E. (with S.K. Ghosh) 1998.  Model Choice: A Minimum Posterior Predictive Loss Approach.  Biometrika 85, 1-11. 

1. 96.Gelfand, A.E. (with S.K. Ghosh, J. Knight and C.F. Sirmans) 1998.  Spatio-temporal modeling of residential sales markets, J. Business & Economic Stat. 16, 312-321. 

1. 97.Gelfand, A.E. (with S.K. Ghosh) 1998.  A Latent Risk Approach for Modeling Individual Level Data Consisting of Multiple Event Times.  Journal of Statistical Research 32, 23-39. 

1. 98.Gelfand, A.E. (with S.K. Ghosh, J. Knight and C.F. Sirmans) 1998.  Analyzing Real Estate Data Problems Using the Gibbs Sampler.  Real Estate Economics 26, 469-492. 

1. 99.Gelfand, A.E. (with S.K. Ghosh) 1998.  Latent Waiting Time Models for Bivariate Event Times with Censoring.  Sankhya B 60, 31-47. 

1. 100.Gelfand, A.E. (with B.P. Carlin and J.B. Kadane) 1998.  Approaches for Optimal  Sequential Decision Analysis in Clinical Trials.  Biometrics 54, 964-975. 

1. 101.Gelfand, A.E. (with P.K. Vlachos) 1998.  Nonparametric Bayesian Group Sequential Design.  In: Practical Nonparametric and Semiparametric Bayesian Statistics, Eds:  D. Dey, P. Mueller and D. Sinha, Springer Verlag Lecture Notes 133.  115-132. 

1. 102.Gelfand, A.E. (with D. Dey, T. Swartz and P. Vlachos) 1998.  Simulation Based Model Checking for Hierarchical Models., Test 7, 325-346. 

1. 103.Gelfand, A.E. 1998. Approaches to Semiparametric Bayesian Regression.  In Asymptotics, Nonparametrics and Time Series, Editor: Subir Ghosh. Marcel Dekker, Inc., New York 615-638. 

1. 104.Gelfand, A.E. (with M.D. Ecker) 1999. Modeling and Inference for Geometrically Anisotropic Spatial Data. Mathematical Geology 31, 67-83. 

1. 105.Gelfand A.E. (with S. Sahu) 1999. Gibbs Sampling, Identifiability and Improper Priors in Generalized Linear Mixed Models. Journal American Statistical Association 94, 247-253. 

1. 106.Gelfand, A.E. (with M. Ghosh) 2000.  Generalized Linear Models: A Bayesian View In: Generalized Linear Models: A Bayesian Perspective, Eds: D.K. Dey, M. Ghosh and S. Ghosh, Marcel Dekker Press, 3-22. 

1. 107.Gelfand, A.E. (with N. Ravishanker and M.D. Ecker) 2000.  Modeling and Inference for Binary Spatial Data.  In:  Generalized Linear Models: A Bayesian Perspective, Eds: D.K. Dey, M. Ghosh and S. Ghosh, Marcel Dekker Press 373-386. 

1. 108.Gelfand, A.E. (with F. Wang) 2000. Modeling the Cumulative Risk for a False Positive Under Repeated Screening Events.  Statistics In Medicine 19, 1865-1879. 

1. 109.Gelfand, A.E. (with S.K. Ghosh, C. Christiansen, S.B. Soumerai and T.J. McLaughlin) 2000.  Proportional Hazards Models: A Latent Risks Approach.  Applied Statistics 49, 385-397. 

1. 110.Gelfand, A.E. (with M.D. Ecker, C. Christiansen, S.B. Soumerai and T.J. McLaughlin) 2000.  Conditional Categorical Response Models with Application to Treatment Compliance for and Survival of AMI Patients.  Applied Statistics 49, 171-186. 

1. 111.Gelfand, A.E. (with A.Mugglin and B.P. Carlin) 2000.  Fully Model Based Approaches for Misaligned Spatial Data.  Journal American Statistical Association 95, 877-887. 

1. 112.Gelfand, A.E. (with P. Vounatsou and T. Smith) 2000.  Modeling of Multinomial data with latent structure: application to geographical mapping of human gene and haplotype frequencies.  Biostatistics 1, 177-189. 

1. 113.Gelfand, A.E. 2000. Gibbs Sampling.   Journal of the American Statistical Association, 95, 1300-1304.  (Reprinted in Statistics In The 21st Century, Edited by A.E. Raftery, M.A. Tanner and M.T. Wells, Chapman and Hall/CRC 2001, 341-350). 

1. 114.Gelfand, A.E. 2000. (with C.L. Christiansen, F. Wang, M.B. Barton, W. Kreuter, J.G. Elmore and S.W. Fletcher). Predicting the Cumulative Risk of False Positive Mammograms.  Journal National Cancer Institute, 92, 1657-1666. 

1. 115.Gelfand, A.E. 2000. Discussion to “Bayesian Backftting”.  Statistical Science, 15, 217-18. 

1. 116.Gelfand, A.E. (with S. Banerjee and W. Polasek) 2000. Geostatistical Modeling for Spatial Interaction Data with Application to Postal Service Performance.  Journal of Statistical Planning and Inference, 90, 87-105. 

1. 117.Gelfand, A.E. (with A. Kottas) 2001. Nonparametric Bayesian Modeling for Stochastic Order.         Annals of the Institute of Statistical Mathematics 53, 865-876. 

1. 118.Gelfand, A.E. (with B.P. Carlin and M. Trevisani) 2001.  On Computation using Gibbs Sampling for Multilevel Models.  Statistica Sinica 11, 981-1003. 

1. 119.Gelfand, A.E. (with L. Zhu and B.P. Carlin) 2001.  On The Change of Support Problem for Spatio-Temporal Data. Biostatistics  2, 31-45. 

1. 120.Gelfand, A.E. (with B.P. Carlin and L. Zhu) 2001.  Accommodating Scale Misalignment In Spatio-Temporal Data, In: Bayesian Methods with Applications to Science, Policy and Official Statistics, p. 81-90. 

1. 121.Gelfand, A.E. (2001) Gibbs Sampling In: Statistics In the 21st Century.  Eds: A.E. Raftery, M.A. Tanner, M.T. Wells, Chapman Hall/CRC, Boca Raton 341-349. 

1. 122.Gelfand, A.E. (with A. Kottas) 2001.  Bayesian Semiparametric Median Regression Modeling.  Journal American Statistical Association  96, 1458 - 1468. 

1. 123.Gelfand, A.E.  (with A. Kottas) 2001  Modeling Variability Order: A Semiparametric Bayesian Approach.  Methodology and Computing In Applied Probability. 3, 427-442. 

1. 124.Gelfand, A.E. (with A. Kottas) 2002.  A Computational Approach for Full Nonparametric Bayesian Inference in Single and Multiple Sample Problems.  Journal of Computational and Graphical Statistics 11, 289-305. [JCGS Special Paper]. 

1. 125.Gelfand, A.E. (with D. Agarwal and J. Silander) 2002.  Investigating Tropical Deforestation Using Two Stage Spatially Misaligned Regression Models.  Journal Agricultural, Biological and Environmental Statistics 7, 420-439. 

1. 126.Gelfand, A.E. (with Carlin, B.P., Mugglin, A.S., and Zhu, L.) 2002.  Modeling spatio-temporally misaligned areal and point process environmental data.  In: Quantative Methods for Current Environmental Issues.  Eds: C. Anderson, et. al. London, Springer Verlag 3-35. 

1. 127.Gelfand, A.E. 2002.  Bayesian Computation, Encyclopedia of Environmetrics.  Eds: A.H. El-Shaarawi and W.W. Piegorsch, Vol. 1 p. 150-151. 

1. 128.Gelfand, A.E. 2002.  Bayesian Methods and Modeling, Encyclopedia of Enviromentrics.  Eds: A.H. El-Shaarawi and W. W. Piegorsch, Vol. 1, P. 155-160. 

1. 129.Gelfand, A.E. (with S. Banerjee) 2002.  Prediction, Interpolation and Regression for Spatially Misaligned Data Points. Sankhya  64, 227-245. 

1. 130.Gelfand, A.E. (with D. Agarwal and S. Pousty) 2002. Zero-Inflated Regression Models for Spatial Count Data.  Environmental and Ecological Statistics  9, 341-355. 

1. 131.Gelfand, A.E. (with M. Branco and A. Kottas) 2002. Nonparametric Bayesian modeling approach for Cytogenetic Dosimetry.  Biometrics  58, 593-600. 

1. 132.Gelfand, A.E. (with F. Wang) 2002. A Simulation Based Approach to Sample Size  

Determination under a Given Model and for Separating Models. Statistical Science  17,

193-208.

1. 133.Gelfand, A.E. (with M. Trevisani) 2002. Discussion to “Bayesian Measures of Model Complexity and Fit”. Journal of the Royal Statistical Society, B., 631. 

1. 134.Gelfand, A.E. (with M. Haran, B.P. Carlin, J.L. Adgate, G. Ramchandran and L.A. Waller) 2002 Hierarchical Bayes Models for Relating Particulant Matter Exposure Measures.  Case Studies in Bayesian Statistics, Volume XI , eds: C. Gatsonis, et al.  Springer-Verlag, New York, 239-257. 

1. 135.Gelfand, A.E. (with J.M. Clapp,  H-J Kim) 2002. Spatial Prediction of House Prices Using LPR and Bayesian Smoothing.  Real Estate Economics  30. 

1. 136.Gelfand, A.E. (with J. Sfiridis) 2002. A Survey of Sampling-based Bayesian Analysis for Financial Data. Applied Mathematical Finance  9, 273-290. 

1. 137.Gelfand, A.E. (with P. Vounatsou) 2002. Proper Multivariate Conditional Autoregressive Models for Spatial Data Analysis.  Biostatistics 4, 11-25. 

1. 138.Gelfand, A.E.  2003 Discussion to “Noncentral Parameterizations for Hierarchical Models and Data Augmentation” In Bayesian Statistics 7, Eds: J. Bernardo, et al. 321-322. 

1. 139.Gelfand, A.E. 2003 Some comments on model criticism. In: Highly Structured Stochastic Systems. Eds: P.J. Green, N.L. Hjort and S. Richardson, Oxford University Press, Oxford 449-453. 

1. 140.Gelfand, A.E. (with M.D. Ecker) 2003. Spatial Modeling and Prediction Under Range Anisotropy. Environmental and Ecological Statistics. 10, 165-178. 

1. 141.Gelfand, A.E. (with P. Vlachos) 2003.  On the Calibration of Bayesian Model Choice Criteria. Journal of Statistical Planning and Inference  111,223-234. 

1. 142.Gelfand, A.E.  (with P. Vounatsou and T. Smith) 2003.  Spatial modeling of gene frequencies in the presence of undetectable alleles.  Journal of Applied Statistics  30, 49-62. 

1. 143.Gelfand, A.E. (with A.M. Schmidt) 2003.  A Bayesian Coregionalization Approach for Multivariate Pollutant Data, Journal of Geophysical Research - Atmosphere 108, D24, 8783. 

1. 144.Gelfand, A.E. (with S. Banerjee) 2003. On Smoothness Properties of Spatial Processes, Journal of Multivariate Analysis 84, 85-100. 

1. 145.Gelfand, A.E. (with R. Fu, K. Holsinger) 2003. Exact Moment Calculations for Genetic Models, Journal of Theoretical Population Biology 63, 231-243. 

1. 146.Gelfand A.E. (with L. Zhu, and B.P. Carlin) 2003.  Hierarchical Regression with Misaligned Spatio Temporal Data: Relating ambient ozone and pediatric asthma ER visits in Atlanta.  Envirometrics 14, 537-557. 

1. 147.Gelfand A.E. (with H-.J. Kim, C.F. Sirmans and S. Banerjee) 2003. Spatial Modeling with Spatially Varying Coefficient Processes. Journal of the American Statistical Association 98, 387-396. 

1. 148.Gelfand, A.E. (with S. Banerjee and C.F. Sirmans) 2003. Directional Rates of Change under Spatial Process Models. Journal of the American Statistical Association 98, 946-954. 

1. 149.Gelfand, A. E. (with A. Kottas) 2003. Bayesian Semiparametric Regression for Median Residual Life. Scandinavian Journal of Statistics  30, 651-665. 

1. 150.Gelfand, A.E. (with M. Trevisani) 2003. Inequalities between Expected Marginal Log Likelihoods with Implications for Likelihood-based Model Comparison. Canadian Journal of Statistics 31, 239-250. 

1. 151.Gelfand, A.E. (with M.D. Ecker, J.R. Knight and C.F. Sirmans) 2004. The Dynamics of Location In Home Price.  Journal of Real Estate, Finance, and Economics 29,149-166. 

1. 152.Gelfand, A.E. (with S. Banerjee, J.R. Knight and C.F. Sirmans) 2004.  Nonstationary Spatial Modeling through Normalized Distance-Weighted Sums of Stationary Processes.  Journal of Business and Economic Statistics 22, 206-213. 

1. 153.Gelfand, A.E. (with A.M. Latimer, J.A. Silander, Jr., A.G. Rebelo and D.M. Richardson) 2004. Quantifying threats to biodiversity from invasive alien plants and other factors: a case study from the Cape Floristic Region. South African Journal of Science, 100, 81-86. 

1. 154.Gelfand, A.E. 2004. Discussion to: Statistical Research: Some Advice for Beginners, The American Statistician 58, 197-199. 

1. 155.Gelfand, A.E. (with A. Majumdar, and S. Banerjee) 2004. Spatio-temporal Change Point Modeling. Journal Statistical Planning and Inference 130, 1-2, 149-166. 

1. 156.Gelfand, A.E. (with A.M. Schmidt, S. Banerjee, and C.F. Sirmans) 2004.  Nonstationary Multivariate Process Modelling through Spatially Varying Coregionalization (with discussion), TEST 13, 2, 1-50. 

1. 157.Gelfand, A.E. (with J.A. Silander, Jr., S. Wu, A. Latimer, P.O. Lewis, A.G. Rebelo and M. Holder) 2005. Explaining Species Distribution Patterns through Hierarchical Modeling, Bayesian Analysis 1, 1, 41-92. 

1. 158.Gelfand, A.E. (with A.M. Schmidt, S. Wu, J.A. Silander, A. Latimer and A.G. Rebelo) 2005. Explaining Species Diversity through Species Level Hierarchical Modeling. Applied Statistics 54, 1-20. 

1. 159.Gelfand, A.E. (with S. Banerjee and D. Gamerman) 2005. Spatial Process Modelling for Univariate and Multivariate Dynamic Spatial Data, Environmetrics 16, 1-15. 

1. 160.Gelfand, A.E. (with D. Agarwal) 2005.  Slice Gibbs Sampling for Simulation Based Fitting of Spatial Models. Statistics and Computing 15, 61-69. 

1. 161.Gelfand, A.E. (with J. Valenti, S. Wu, and C.F. Sirmans) 2005. Apartment Rent Predictions Using Spatial Modeling, Journal of Real Estate Research 27, 1, 105-136. 

1. 162.Gelfand, A.E. (with D. Agarwal, J. Silander, J. Mickelson and R. Dewar) 2005. Relating Tropical Deforestation and Population Pressure through Spatially Explicit Misaligned Bivariate Regression Models.  Ecological Modelling, 185, 105-131 

1. 163.Gelfand, A.E. (with M. Short and B.P. Carlin) 2005. Covariate-adjusted Spatial CDF’s for Air Pollutant Data. Journal of Agricultural, Biological and Environmental Statistics,  10, 259-275 

1. 164.Gelfand, A.E. (with A. Kottas and S.N. Mac Eachern) 2005. Bayesian Nonparametric Spatial Modeling with Dirichlet Process Mixing. Journal of the American Statistical Association , 100, 1021-1035 

1. 165.Gelfand, A.E. (with S. Sahu) 2005. Discussion to “On Model Expansion, Model Contraction, Identifiability and prior Information: Two Illustrative Scenarios Involving Mis-measured Variables, Statistical Science, 20, 130-131 

1. 166.Gelfand, A.E. (with P. Paliwal, L. Abraham, W. Barlow and J. Elmore) 2005. Chronological Event Modeling For Screening Mammography. Statistics in Medicine, 24, 267-283 

1. 167.Gelfand, A.E. (with S. Sahu and D.M. Holland) 2006. Spatio-temporal Modeling for Fine Particulant Matter. Journal of Agricultural, Biological and Environmental Statistics , 10, 259-275 

1. 168.Gelfand, A.E. (with A. Majumdar, H. Munneke, S. Banerjee and C.F. Sirmans) 2006. Gradients in Spatial Response Surfaces with Application to Urban Land Values, Journal of Business and Economic Statistics 24, 77-90. 

1. 169.Gelfand, A.E. (with A. Latimer, S. Wu and J.A. Silander, Jr.) 2006. Building Statistical Models to Analyze Species Distributions, Ecological Applications  16, 33-50 

1. 170.Gelfand, A.E. (with P. Paliwal) 2006. Estimating Measures of Diagnostic Accuracy when some covariate information is missing. Statistics in Medicine, 25, 2981-2993. 

1. 171.Gelfand, A.E. (with G. Xia and M. L. Miranda) 2006. Approximately Optimal Spatial Design Approaches for Environmental Health Data.  Environmetrics, 17, 363-385   

1. 172.Gelfand, A.E. (with S. Banerjee) 2006. Curvilinear Boundary Assessment under Spatial Processes Models.  Journal of the American Statistical Association, 101, 1487-1501 

1. 173.Gelfand, A.E. (with J. Barber and J.A. Silander) 2006. Modeling Map Positional  Error to infer about True  Feature Location.  Canadian Journal of Statistics, 34, 659-676 

1. 174.Gelfand, A.E. (with M. Guindani) 2006. Smoothness Properties and Gradient Analysis under Spatial Dirichlet Process Models,  Models and Computing in Applied Probability, 8, 159-189 

1. 175.Gelfand, A.E. (with J.S. Clark) 2006.  A future for models and data in ecology, Trends in Ecology and Evolution , 21,7,375-380  

1. 176.Gelfand, A.E. (with S. Banerjee, C. F. Sirmans, Y. Tu and S. E. Ong)  2007 Multilevel Modelling Using Spatial Processes: Application to the Singapore Housing Market, Computational Statistics and Data Analysis, 51, 3567-3579 

1. 177.Gelfand, A.E. (with D.B. Woodard, W.E. Barlow, and J. G. Elmore) 2007. Performance Assessment for Radiologists Interpreting Screening Mammography, Statistics and Medicine, 26, 1532-1551 

1. 178.Gelfand, A.E. (with A. Majumdar) 2007.  Multivariate Spatial Process Modeling  

            Using Convolved Covariance Functions, Mathematical Geology, 79, 225-245

1. 179.Gelfand, A.E. (with M. Guindani and S. Petrone) 2007. Bayesian nonparametric modeling for spatial data analysis using Dirichlet processes (with discussion), Bayesian Statistics 8, Eds: Bernardo, J., et al., Oxford University Press, 175-200 

1. 180.Gelfand, A.E. (with J. Barber) 2007. Hierarchical Spatial Modeling for Estimation of Population  Size. Environmental and Ecological Statistics, 14, 193-205 

1. 181.Gelfand, A.E. (with J. Duan and M. Guindani) 2007 Generalized Spatial Dirichlet Process Models. Biometrika , 94, 809-825 

1. 182.Gelfand, A.E. (with S. Bhattacharya and K. Holsinger) 2007. Model Fitting and Inference Under Latent Equilibrium Processes, Statistics and Computing, 17, 193-208 

1. 183.Gelfand, A.E. (with S.K. Sahu and D.M. Holland) 2007. High-Resolution Space-time Ozone Modeling for Assessing Trends, Journal of the American Statistical Association, 102, 1221-1234 

1. 184.Gelfand, A.E. (with A. Rappold and D.M. Holland) 2008 Understanding Mercury Deposition Through Latent Space-time Processes, Journal of the Royal Statistical Society, Series C , 2, 187-205 

1. 185.Gelfand, A.E. (with A. Kottas and J. Duan)  2008 Spatial and Spatio-temporal Dirichlet Process Mixtures with Application to Modeling Disease Incidence Data., Biometrical Journal, 50, 29-42 

1. 186.Gelfand, A.E. (with A.Rodriguez and D. Dunson) 2008 Nested Dirichlet Processes, Journal of the American Statistical Association, (JASA Theory and Methods paper of the year, with discussion), 1131-1154 

1. 187.Gelfand, A. E.  (with S. Banerjee, A. O. Finley and H. Sang} 2008 Gaussian Predictive Process Models for Large Spatial Datasets,  Journal of the Royal Statistical Society, B, 70, 4, 825-848 

1. 188.Gelfand, A.E. (with H. Sang, C. Lennard, G. Hegerl and B. Hewitson) 2008 Interpreting Self Organizing Maps Through Space-time Data Models. Annals of Applied Statistics, 2, 1194-1216 

1. 189.Gelfand, A.E. (with G. Puggioni and J. G.  Elmore) 2008 Joint Modeling of Sensitivity and Specificity, Statistics and Medicine, 27, 1745-1761 

1. 190.Gelfand, A.E. (with A. Rodriguez and D. Dunson) 2009 Nonparametric Functional Data Analysis through Bayesian Density Estimation  Biometrika, 96, 149-162 

1. 191.Gelfand, A.E. 2009  Discussion to  “Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations”  H. Rue, S. Martino and N. Chopin, Journal of the Royal Statistical Society, B, 71, 368-369