Statistical Modelling by Exponential Families

- Series Number 12: Statistical Modelling by Exponential Families

af

indgår i serie Institute of Mathematical Statistics Textbooks


Statistical Modelling by Exponential Families
Format:
Bog, hardback
Udgivelsesdato:
29-08-2019
Sprog:
Engelsk
  • Beskrivelse
  • Yderligere info
  • Anmeldelser

This book is a readable, digestible introduction to exponential families, encompassing statistical models based on the most useful distributions in statistical theory, including the normal, gamma, binomial, Poisson, and negative binomial. Strongly motivated by applications, it presents the essential theory and then demonstrates the theory's practical potential by connecting it with developments in areas like item response analysis, social network models, conditional independence and latent variable structures, and point process models. Extensions to incomplete data models and generalized linear models are also included. In addition, the author gives a concise account of the philosophy of Per Martin-Loef in order to connect statistical modelling with ideas in statistical physics, including Boltzmann's law. Written for graduate students and researchers with a background in basic statistical inference, the book includes a vast set of examples demonstrating models for applications and exercises embedded within the text as well as at the ends of chapters.

Andre udgaver:

Bog, paperback

Vis mereVis mindre

Udgivelsesdato:
29-08-2019
ISBN13:
9781108476591
Vægt:
560 g
Dybde:
20 mm
Bredde:
157 mm
Højde:
235 mm
Format:
Hardback
  • Forfattere

  • Bibliotekernes beskrivelse

    This readable, digestible introduction to exponential families of distributions covers the essential theory and demonstrates its use in applications. Containing a vast set of examples and numerous exercises, it is written for graduate students and researchers with a background in basic statistical inference. Worked examples or Exercises; 22 Line drawings, black and white

Vis mereVis mindre

Vis mereVis mindre

Statistical Modelling by Exponential Families

- Series Number 12: Statistical Modelling by Exponential Families

af

indgår i serie Institute of Mathematical Statistics Textbooks

  • Leveringstid 2-3 uger
  • Forventet levering 08-11-2019

på lager

Fandt du ikke hvad du søgte?

Hvis denne bog ikke er noget for dig, kan du benytte kategorierne nedenfor til at finde andre titler. Klik på en kategori for at se lignende bøger.