PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

Optimal experimental design and some related control problems
Luc Pronzato
(2005) Technical Report. L. Pronzato, Sophia Antipolis, France.

Abstract

This paper traces the strong relations between experimental design and control, such as the use of optimal inputs to obtain precise parameter estimation in dynamical systems and the introduction of suitably designed perturbations in adaptive control. The mathematical background of optimal experimental design is briefly presented, and the role of experimental design in the asymptotic properties of estimators is emphasized. Although most of the paper concerns parametric models, some results are also presented for statistical learning and prediction with nonparametric models.

EPrint Type:Monograph (Technical Report)
Project Keyword:Project Keyword UNSPECIFIED
Subjects:Computational, Information-Theoretic Learning with Statistics
Learning/Statistics & Optimisation
Theory & Algorithms
ID Code:2233
Deposited By:Luc Pronzato
Deposited On:07 October 2006