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Bayesian Statistics and Marketing
Brief Description
Fine-tune your marketing research with this cutting-edge statistical toolkit Bayesian Statistics and Marketing illustrates the potential for applying a Bayesian approach to some of the most challenging and important problems in marketing. Analysing household and consumer data, predicting product performance, and custom-targeting campaigns are only a...
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Bayesian Statistics and Marketing
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Description
Fine-tune your marketing research with this cutting-edge statistical toolkit
Bayesian Statistics and Marketing illustrates the potential for applying a Bayesian approach to some of the most challenging and important problems in marketing. Analysing household and consumer data, predicting product performance, and custom-targeting campaigns are only a few of the areas in which Bayesian approaches promise revolutionary results. This book provides a comprehensive, accessible overview of this subject essential for any statistically informed marketing researcher or practitioner.
Economists and other social scientists will find a comprehensive treatment of many Bayesian methods that are central to the problems in social science more generally. This includes a practical approach to computationally challenging problems in random coefficient models, non-parametrics, and the problems of endogeneity.
Readers of the second edition of Bayesian Statistics and Marketing will also find:
- Discussion of Bayesian methods in text analysis and Machine Learning
- Updates throughout reflecting the latest research and applications
- Discussion of modern statistical software, including an introduction to the R package bayesm, which implements all models incorporated here
- Extensive case studies throughout to link theory and practice
Bayesian Statistics and Marketing is ideal for advanced students and researchers in marketing, business, and economics departments, as well as for any statistically savvy marketing practitioner.
Series: Wiley Series in Probability and Statistics
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Book Details
INFORMATION
ISBN: 9781394219117
Publisher: John Wiley & Sons Inc
Format: Hardback
Date Published: 08 August 2024
Country: United States
Imprint: John Wiley & Sons Inc
Edition: 2nd edition
Audience: Professional and scholarly
DIMENSIONS
Spine width: 28.0mm
Width: 176.0mm
Height: 251.0mm
Weight: 907g
Pages: 400
About the Author
Peter Rossi is James Collins Distinguished University Professor of Marketing, Economics, and Statistics at the Anderson School of Management, UCLA, USA. He is the author of the popular R package, bayesm, and he has researched and published extensively on pricing and promotion, target marketing, and other related subjects.
Greg Allenby is Helen C. Kurtz Professor of Marketing as well as Professor of Statistics at the Fisher College of Business, Ohio State University, USA. He is a Fellow of the Informs Society for Marketing Science and the American Statistical Association, and he has published widely on the development and application of quantitative methods in marketing.
Sanjog Misra is Charles H. Kellstadt Professor of Marketing in the Booth School of Business, University of Chicago, USA. He has served as the co-editor of numerous high-impact journals, including Quantiative Marketing and Economics, and his research focuses on the use of machine learning and deep learning to study consumer and firm decisions.
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