Statistical Modelling with Quantile Functions
Autor Warren Gilchristen Limba Engleză Hardback – 15 mai 2000
Statistical Modelling with Quantile Functions does just that. It systematically examines the entire process of statistical modelling, starting with using the quantile function to define continuous distributions. The author shows that by using this approach, it becomes possible to develop complex distributional models from simple components. A modelling kit can be developed that applies to the whole model - deterministic and stochastic components - and this kit operates by adding, multiplying, and transforming distributions rather than data.
Statistical Modelling with Quantile Functions adds a new dimension to the practice of statistical modelling that will be of value to anyone faced with analyzing data. Not intended to replace classical approaches but to supplement them, it will make some of the traditional topics easier and clearer, and help readers build and investigate models for their own practical statistical problems.
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Specificații
ISBN-13: 9781584881742
ISBN-10: 1584881747
Pagini: 340
Ilustrații: 58 Tables, black and white
Dimensiuni: 156 x 234 x 24 mm
Greutate: 0.79 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
ISBN-10: 1584881747
Pagini: 340
Ilustrații: 58 Tables, black and white
Dimensiuni: 156 x 234 x 24 mm
Greutate: 0.79 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Public țintă
Professional Practice & DevelopmentCuprins
INTRODUCTION: An Overview. Describing the Sample. Describing the Population. Statistical Foundations. QUANTILE MODELS AND THEIR CONSTRUCTION: Foundation Distributions. Distributional Model Building. THE STATISTICAL MODELLING PROCESS: Identification. Estimation. Validation. Application. EXTENDING THE MODELS: Regression Quantile Models. Bivariate Quantile Models. Postscript.
Descriere
Statistical Modelling with Quantile Functions presents a fresh, practical approach to statistical modeling and offers a new perspective on statistical distribution. Together, this approach and perspective provide a modelling kit for both deterministic and random elements in models and give new insight into the structure of distributions. The methods described focus on the parametric use of quantile functions that lead to meaningful parameters and transform the model rather than the data. Many of the statistical tools introduced in the book will help readers build and investigate models for their own statistical problems.