Nonparametric Inference

Research

The research group works on inference for infinite dimensional problems, i.e. problems when the unknown parameter lies in function classes. Some research areas are:

  • Order restricted inference.
  • Limit distributions for nonregular statistical functionals.
  • Nonparametric methods for dependent data, in particular strong (long range) and weak dependence for stationary processes.
  • Nonparametric methods for hidden Markov chains and state space models.

The applications are to:

  • Density estimation, regression problems and spectral densities.
  • Survival analysis for use in medicine, engineering and biology.
  • Inference for multivariate extreme value distributions.
  • Inference for extremal quantiles in high dimensional distributions.
  • Prediction of extremal events.

Teaching

PhD level courses: Inference Theory

 

Questions: webmaster
Last update: 2012-05-16

Centre for Mathematical Sciences, Box 118, SE-22100, Lund. Telefon: +46 46-222 00 00 (vx)