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Introduction to Statistical Decision Theory
Utility Theory and Causal Analysis
Taschenbuch von Silvia Bacci (u. a.)
Sprache: Englisch

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Beschreibung
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
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
Über den Autor

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.

Inhaltsverzeichnis

1. Statistics and decisions 2. Probability and statistical inference 3. Utility theory 4. Utility function elicitation 5. Classical and bayesian statistical decision theory 6. Statistics, causality, and decisions

Details
Erscheinungsjahr: 2021
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Importe, Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9781032091754
ISBN-10: 1032091754
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Bacci, Silvia
Chiandotto, Bruno
Hersteller: Chapman and Hall/CRC
Verantwortliche Person für die EU: Books on Demand GmbH, In de Tarpen 42, D-22848 Norderstedt, info@bod.de
Maße: 234 x 156 x 16 mm
Von/Mit: Silvia Bacci (u. a.)
Erscheinungsdatum: 30.06.2021
Gewicht: 0,465 kg
Artikel-ID: 128438589
Über den Autor

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.

Inhaltsverzeichnis

1. Statistics and decisions 2. Probability and statistical inference 3. Utility theory 4. Utility function elicitation 5. Classical and bayesian statistical decision theory 6. Statistics, causality, and decisions

Details
Erscheinungsjahr: 2021
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Importe, Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9781032091754
ISBN-10: 1032091754
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Bacci, Silvia
Chiandotto, Bruno
Hersteller: Chapman and Hall/CRC
Verantwortliche Person für die EU: Books on Demand GmbH, In de Tarpen 42, D-22848 Norderstedt, info@bod.de
Maße: 234 x 156 x 16 mm
Von/Mit: Silvia Bacci (u. a.)
Erscheinungsdatum: 30.06.2021
Gewicht: 0,465 kg
Artikel-ID: 128438589
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