Bayesian Statistics and Marketing (eBook)
368 Seiten
John Wiley & Sons (Verlag)
978-0-470-86368-8 (ISBN)
methods in marketing due, in part, to computational and modelling
breakthroughs, making its implementation ideal for many marketing
problems. Bayesian analyses can now be conducted over a wide range
of marketing problems, from new product introduction to pricing,
and with a wide variety of different data sources.
Bayesian Statistics and Marketing describes the basic
advantages of the Bayesian approach, detailing the nature of the
computational revolution. Examples contained include household and
consumer panel data on product purchases and survey data, demand
models based on micro-economic theory and random effect models used
to pool data among respondents. The book also discusses the theory
and practical use of MCMC methods.
Written by the leading experts in the field, this unique
book:
* Presents a unified treatment of Bayesian methods in marketing,
with common notation and algorithms for estimating the models.
* Provides a self-contained introduction to Bayesian
methods.
* Includes case studies drawn from the authors' recent
research to illustrate how Bayesian methods can be extended to
apply to many important marketing problems.
* Is accompanied by an R package, bayesm, which implements
all of the models and methods in the book and includes many
datasets. In addition the book's website hosts datasets and R
code for the case studies.
Bayesian Statistics and Marketing provides a platform for
researchers in marketing to analyse their data with
state-of-the-art methods and develop new models of consumer
behaviour. It provides a unified reference for cutting-edge
marketing researchers, as well as an invaluable guide to this
growing area for both graduate students and professors, alike.
Peter E. Rossi is James Collins Professor of Marketing, Statistics and Economics at UCLA Anderson School of Management. Greg M. Allenby is the author of Bayesian Statistics and Marketing, published by Wiley.
"... an asset for business schools and marketing researchers." (Technometrics, May 2007)
"'Bayesian Statistics and Marketing' comes from three pioneers in the field of market research and fills a hole in the existing literature on the topic." (Journal of the American Statistical Association, December 2006)
"... extremely useful to both researchers and practitioners who are interested in understanding the power of these methods for solving important marketing problems." (Journal of Marketing, October 2006)
"This book deserves to be widely adopted by business schools, and widely read by more numerate marketing practitioners." (Short Book Reviews, April 2006)
"... valuable to marketing researchers and others working on related applications, especially if they use advanced logistic and probit models." (JRSSA, Vol. 169, No. 4, October 2006)
"... an excellent book for researchers in applied Bayesian statistics." (Journal of Applied Statistics, Vol. 33: 9, 1034, November 2006)
"... an important study tool for potential practitioners or all those researchers who study Bayesian methods through 'learning by doing'". (Statistical Papers,48,2007)
Erscheint lt. Verlag | 14.5.2012 |
---|---|
Reihe/Serie | Wiley Series in Probability and Statistics |
Sprache | englisch |
Themenwelt | Mathematik / Informatik ► Mathematik ► Statistik |
Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik | |
Technik | |
Wirtschaft ► Betriebswirtschaft / Management | |
Schlagworte | Bayesian analysis • Bayessches Verfahren • Bayes-Verfahren • Business & Management • Marketing & Sales • Marketing u. Vertrieb • Statistics • Statistik • Wirtschaft u. Management |
ISBN-10 | 0-470-86368-4 / 0470863684 |
ISBN-13 | 978-0-470-86368-8 / 9780470863688 |
Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
Haben Sie eine Frage zum Produkt? |

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