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Predictive Statistics: Analysis and Inference beyond Models by Bertrand S. Clark

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Item specifics

Condition
Brand New: A new, unread, unused book in perfect condition with no missing or damaged pages. See all condition definitionsopens in a new window or tab
ISBN-13
9781107028289
Book Title
Predictive Statistics
ISBN
9781107028289

About this product

Product Information

All scientific disciplines prize predictive success. Conventional statistical analyses, however, treat prediction as secondary, instead focusing on modeling and hence estimation, testing, and detailed physical interpretation, tackling these tasks before the predictive adequacy of a model is established. This book outlines a fully predictive approach to statistical problems based on studying predictors; the approach does not require predictors correspond to a model although this important special case is included in the general approach. Throughout, the point is to examine predictive performance before considering conventional inference. These ideas are traced through five traditional subfields of statistics, helping readers to refocus and adopt a directly predictive outlook. The book also considers prediction via contemporary 'black box' techniques and emerging data types and methodologies where conventional modeling is so difficult that good prediction is the main criterion available for evaluating the performance of a statistical method. Well-documented open-source R code in a Github repository allows readers to replicate examples and apply techniques to other investigations.

Product Identifiers

Publisher
Cambridge University Press
ISBN-13
9781107028289
eBay Product ID (ePID)
24046419928

Product Key Features

Number of Pages
656 Pages
Language
English
Publication Name
Predictive Statistics: Analysis and Inference Beyond Models
Publication Year
2018
Subject
Mathematics
Type
Textbook
Author
Jennifer L. Clarke, Bertrand S. Clarke
Format
Hardcover

Dimensions

Item Height
259 mm
Item Weight
1330 g
Item Width
180 mm

Additional Product Features

Country/Region of Manufacture
United Kingdom
Title_Author
Jennifer L. Clarke, Bertrand S. Clarke
Series Title
Cambridge Series in Statistical and Probabilistic Mathematics

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