While the definition of database marketing hasn’t changed, its meaning has become more vivid, versatile and exciting than ever before. Advanced Database Marketing provides a state-of-the-art guide to the methods and applications that define this new era in database marketing, including advances in areas such as text mining, recommendation systems, internet marketing, and dynamic customer management. An impressive list of contributors including many of the thought-leaders in database marketing from across the world bring together chapters that combine the best academic research and business applications. The result is a definitive guide and reference for marketing and brand analysts, masters students, teachers and researchers in marketing analytics. The proliferation of marketing platforms and channels and the complexity of customer interactions create an urgent need for a multidisciplinary and analytical toolkit. Advanced Database Marketing is a resource to enable marketers to achieve insights and increased financial performance; to provide them with the capability to implement and evaluate approaches to marketing that will meet, in equal measure, the changing needs of customers and the businesses that serve them.
'This is a great book for masters or doctoral students, academics and practitioners interested in learning the cutting-edge knowledge in database marketing. It provides a comprehensive coverage on the recent advances in the methods and applications in the area. The topics are interesting, relevant and managerially useful.' Shibo Li, Indiana University, USA ’This is an excellent contribution to current knowledge on database marketing, an essential dynamic field that demands continuous learning from marketers. The book covers state-of-the-art approaches in classical database marketing areas, yet also in emerging areas such as mobile, social media and Internet advertising. It is highly recommend for quantitative consultants, market researchers and managers as well as academic researchers in this field.’ Barak Libai, Arison School of Business, Interdisciplinary Center (IDC) , Israel ’Database marketing has a long history, but it is rapidly evolving in new directions. This book has all the important new content: Internet and web, mobile, social, etc. It's a fantastic source of up-to-date knowledge for both students and practitioners.’ Thomas H. Davenport, Harvard Business School, USA and co-founder and Director of Research, International Institute for Analytics ’In a time where Big Data - the analysis of large datasets - has been frequently named as the main source of competitive advantage in future, this book is an essential reading for researchers and managers alike. It provides an excellent in-depth overview of methods and exemplary applications illustrating the potential of generating insights from large-scale databases.’ Michael Haenlein, Professor of Marketing, ESCP Europe ’WOW! As a 20-year practitioner of database marketing, I found this book to be packed full of practical applications on a wide range of topics within a theoretical framework. An astonishingly rich resource for anyone with intentions to increase lifetime value of the customer, no
Contents: Preface; Introduction; Part I Methods: Data processing in database marketing: tasks, techniques, and why they matter, Stefan Lessman; Textual customer data handling for quantitative marketing analytics, Kristof Coussement and Koen W. De Bock; Bayesian networks and applications in direct marketing, Yuan Yuan Guo and Man Leung Wong; Quantile regression for database marketing: methods and applications, Dries F. Benoit and Dirk Van den Poel; Ensemble learning in database marketing, Koen W. De Bock and Kristof Coussement; Advanced rule base learning: active learning, rule extraction, and incorporating domain knowledge, Thomas Verbraken, Véronique Van Vlasselaer, Wouter Verbeke, David Martens, and Bart Baesens. Part II Applications: Hybrid models for recommender systems, Asim Ansari; Marketing in the new mobile economy, Anindya Ghose and Sang-Pil Han; Targeting display advertising, Wendy W. Moe; Paid search advertising, Oliver J. Rutz and Randolph E. Bucklin; Social media management, Dina Mayzlin; Dynamic customer optimization models, Scott A. Neslin; Direct marketing in the non-profit sector, Griet Verhaert; Index.