1. PAC-Bayesian bounds for randomized empirical risk minimizers

   • P. Alquier

   OriginalPaper 08 January 2009 Pages: 279 - 304

2. On periodic GARCH processes: Stationarity, existence of moments and geometric ergodicity

   • A. Bibi
   • A. Aknouche

   OriginalPaper 08 January 2009 Pages: 305 - 316

3. Some theoretical results on the Grouped Variables Lasso

   • Ch. Chesneau
   • M. Hebiri

   OriginalPaper 08 January 2009 Pages: 317 - 326

4. Monotone nonparametric regression with random design

   • C. Durot

   OriginalPaper 08 January 2009 Pages: 327 - 341

5. Asymptotic behavior of Bayes estimators for hidden Markov models with application to ion channels

   • M. C. M. de Gunst
   • O. Shcherbakova

   OriginalPaper 08 January 2009 Pages: 342 - 356

6. Models with a Kronecker product covariance structure: Estimation and testing

   • M. S. Srivastava
   • T. von Rosen
   • D. von Rosen

   OriginalPaper 08 January 2009 Pages: 357 - 370