A new issue of the new electronic journal BAYESIAN ANALYSIS has been
published at http://ba.stat.cmu.edu.

In this "back to school" issue of Bayesian Analysis, our discussion paper concerns two subjects of longstanding interest to Bayesian modelers: variable selection, and the linking of two kinds of high-dimensional data. In their interesting article, Stefano Monni and Mahlet Tadesse introduce a stochastic partitioning method that permits some covariates to affect some response variables and not others, and clusters responses which have similar dependence on the same set of covariates. Naturally, a clever MCMC algorithm is employed, and the entire process is illustrated on both simulated and real genomic data. The paper is accompanied by no fewer than four invited discussions (by Chipman/George/McCulloch, Fraley, Li, and Stern) and rejoinder by the authors.

In addition, the September 2009 issue also features 7 other fine articles, ranging from applications (e.g., prediction of pregnancy using a new joint model for longitudinal and binary responses) to foundations (a new axiomatic comparison of Cox-Jaynes and de Finetti views of Bayesian statistics).

We hope you will enjoy the issue, and as always welcome your submissions at

http://ba.stat.cmu.edu/submit/

The September 2009 issue includes the following articles:


2009, Volume 04, Number 03, pp. 413--630

* A Stochastic Partitioning Method to Associate High-dimensional Responses and Covariates, by Stefano Monni and Mahlet G. Tadesse, pp. 413 - 436, posted online 2009-04-15,
                DOI:10.1214/09-BA416
                + Comment on Article by Monni and
Tadesse, by H. Chipman, E. George and R. McCulloch, pp. 437 - 438, posted online 2009-08-25,
                DOI:10.1214/09-BA416A
+ Comment on Article by Monni and Tadesse, by C. Fraley, pp. 439 -448, posted online 2009-08-25,
                DOI:10.1214/09-BA416B
+ Comment on Article by Monni and Tadesse, by H. Li, pp. 449 - 452, posted online 2009-08-25,
                DOI:10.1214/09-BA416C
+ Comment on Article by Monni and Tadesse, by H. Stern, pp. 453 - 456, posted online 2009-08-25,
                DOI:10.1214/09-BA416D
- Rejoinder, by Stefano Monni and Mahlet G. Tadesse, pp. 457 - 464, posted online 2009-08-25,
                DOI:10.1214/09-BA416REJ

* Bayesian Analysis for Emerging Infectious Diseases, by Chris P Jewell, Theodore Kypraios, Peter Neal and Gareth O. Roberts, pp. 465 - 498, posted online 2009-05-22,
            DOI:10.1214/09-BA417

* Flexible Univariate Continuous Distributions, by Fernando A. Quintana, Mark F.J. Steel and Jose T.A.S. Ferreira, pp. 497 - 522, posted online 2009-06-10,
            DOI:10.1214/09-BA418

* Prediction of Pregnancy: A Joint Model for Longitudinal and Binary Data, by Julie Horrocks and Marianne J. van Den Heuvel, pp. 523 - 538, posted online 2009-06-25,
            DOI:10.1214/09-BA419

* Efficient Utility-based Clustering over High Dimensional Partition Spaces, by Silvia Liverani, Paul E. Anderson, Kieron D. Edwards, Andrew J. Millar and Jim Q. Smith, pp. 539 - 572, posted online 2009-08-11,
            DOI:10.1214/09-BA420

* Nonparametric estimation of the distribution function in contingent valuation models, by David S. Leslie, Robert Kohn and Denzil G. Fiebig, pp. 573 - 598, posted online 2009-08-11, DOI:10.1214/09-BA421

* New Axioms for Rigorous Bayesian Probability, by Maurice J. Dupre, and Frank J. Tipler, pp. 599 - 606, posted online 2009-08-11, DOI:10.1214/09-BA422

* Bayes One-Sample and One-Way Random Effects Analyses for 3-D Orientations with Application to Materials Science, by Melissa A. Bingham, Stephen B. Vardeman and Daniel J. Nordman, pp. 607 - 630, posted online 2009-08-11,
            DOI:10.1214/09-BA423

                       *****

The journal is sponsored by the International Society for Bayesian Analysis (ISBA). Its editors are Kate Cowles, Philip Dawid, David Dunson, David Heckerman, Michael Jordan, Antonietta Mira, Fabrizio Ruggeri and Bruno Sanso. Brad Carlin is serving as Editor-in-Chief, Herbie Lee is Managing Editor, Angelika van der Linde is Production Editor, Marina Vanucci is Deputy Editor, and Pantelis Vlachos is System Managing
Editor.

Bayesian Analysis seeks to publish a wide range of articles that demonstrate or discuss Bayesian methods in some theoretical or applied context. The journal welcomes submissions involving presentation of new computational and statistical methods; reviews, criticism, and discussion of existing approaches; historical perspectives; description of important scientific or policy application areas; case studies; and methods for experimental design, data collection, data sharing, or data mining. Evaluation of submissions is based on importance of content and effectiveness of communication.


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Heidi Rhodes Sestrich
Administrative Coordinator/
Document Production Specialist
Department of Statistics
Baker Hall 232A
Carnegie Mellon University
Pittsburgh, PA 15213
412-268-2718
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