Patrick Laurie Davies (Germany University of Duisburg-Essen)

Data Analysis and Approximate Models

Model Choice, Location-Scale, Analysis of Variance, Nonparametric Regression and Image Analysis

• Gebundenes Buch

Produktbeschreibung

This book provides one of the first accounts of statistical analysis and inference based on approximate models Developed by the author, this approach consistently treats models as approximations to data, not to some underlying truth. The author develops a concept of approximation for probability models with applications to discrete data, location scale, ANOVA, nonparametric regression, image analysis, densities, time series, and model choice. He also offers a critique of statistics that covers likelihood, Bayesian statistics, sufficient statistics, efficiency, asymptotics, and model choice.

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Produktdetails

• Chapman & Hall/CRC Monographs on Statistics and Applied Probability
• Verlag: Taylor & Francis Inc
• Seitenzahl: 320
• Erscheinungstermin: 16. Juli 2014
• Englisch
• Abmessung: 244mm x 159mm x 25mm
• Gewicht: 614g
• ISBN-13: 9781482215861
• ISBN-10: 1482215861
• Artikelnr.: 40493745

Autorenporträt

Patrick Laurie Davies

Inhaltsangabe

Introduction. A Concept of Approximation. Discrete Models. Outliers. The
Location-Scale Problem. The Analysis of Variance. Nonparametric Regression:
Location. Nonparametric Regression: Scale. Image Analysis. Nonparametric
Densities. A Critique of Statistics. Bibliography. Index.