Introduction to Statistical Decision Theory: Utility Theory and Causal Analysis - Couverture rigide

Bacci, Silvia; Chiandotto, Bruno

 
9781138083561: Introduction to Statistical Decision Theory: Utility Theory and Causal Analysis

Synopsis

Introduction to Statistical Decision Theory: Utility Theory and Causal Analysis provides the theoretical background to approach decision theory from a statistical perspective. It covers both traditional approaches, in terms of value theory and expected utility theory, and recent developments, in terms of causal inference. The book is specifically designed to appeal to students and researchers that intend to acquire a knowledge of statistical science based on decision theory.

Features

  • Covers approaches for making decisions under certainty, risk, and uncertainty
  • Illustrates expected utility theory and its extensions
  • Describes approaches to elicit the utility function
  • Reviews classical and Bayesian approaches to statistical inference based on decision theory
    • Discusses the role of causal analysis in statistical decision theory
  • Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

    À propos de l?auteur

    Silvia Bacci is Assistant Professor of Statistics at the Department of Statistics, Computer Science and Applications "G. Parenti", University of Florence (Italy). Her research interests are addressed to statistical decision theory, with focus on utility theory, and latent variable models, with focus on item response theory models, latent class models, and models for longitudinal and multilevel data.

    Bruno Chiandotto is adjunct Full Professor of Statistics at the Department of Statistics, Computer Science and Applications "G. Parenti", University of Florence (Italy). He is mainly interested in the definition and estimation of linear and nonlinear statistical models, multivariate data analysis, customer satisfaction, causal analysis, statistical decision theory and utility theory. A large part of his research activity has been carried out under projects funded by international, national and local institutions.

    Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

    Autres éditions populaires du même titre

    9781032091754: Introduction to Statistical Decision Theory

    Edition présentée

    ISBN 10 :  1032091754 ISBN 13 :  9781032091754
    Editeur : Routledge, 2021
    Couverture souple