Machine learning in marketing: A literature review, conceptual framework, and research agenda

EWT Ngai, Y Wu - Journal of Business Research, 2022 - Elsevier
… ” OR “neural network” OR “artificial intelligence”) AND TS= (“marketing” OR “retailing”). A …
marketing based on the 7Ps marketing mix, articles that were not related to the 7Ps marketing

Machine learning and marketing

D Dzyabura, H Yoganarasimhan - Handbook of marketing …, 2018 - elgaronline.com
Machine learning (ML) refers to the study of methods or … Academic research in marketing
has traditionally focused on … predictions is also important to marketing practices. For example, …

Machine Learning and Marketing: A Literature Review.

V Duarte, S Zuniga-Jara, S Contreras - Available at SSRN …, 2022 - papers.ssrn.com
marketing, where its penetration has not been as fast. This study explores the adoption of ML
methods in marketing … type of application and the machine learning method had a variation …

Machine learning and AI in marketing–Connecting computing power to human insights

L Ma, B Sun - International Journal of Research in Marketing, 2020 - Elsevier
marketing research to leverage machine learning methods. We provide an overview of
common machine learning … methods that marketing researchers traditionally use. We argue that …

Machine learning and marketing: A systematic literature review

V Duarte, S Zuniga-Jara, S Contreras - IEEE Access, 2022 - ieeexplore.ieee.org
learning, reinforcement learning, unsupervised learning, and hybrid methods. Finally, we found
that the main marketing problems solved with machine learning … , marketing segmentation…

Machine learning in marketing: Overview, learning strategies, applications, and future developments

VA Brei - Foundations and Trends® in Marketing, 2020 - nowpublishers.com
… As this monograph will discuss, the fundamental goal of machine learning is to generalize
beyond the examples provided by training data, looking for generalizability (Domingos, 2012). …

The role of machine learning in digital marketing

MS Ullal, IT Hawaldar, R Soni, M Nadeem - Sage Open, 2021 - journals.sagepub.com
… how machine learning will affect digital marketing, our findings specifically show what capabilities
should be built in the machinesmarketing by machine learning with traditional forms of …

Machine learning in marketing: Recent progress and future research directions

D Herhausen, SF Bernritter, EWT Ngai, A Kumar… - Journal of Business …, 2024 - Elsevier
… also introduces important challenges to the marketing … of machine learning in marketing.
Specifically, we provide an overview of typical machine learning applications in marketing and …

Teaching artificial intelligence and machine learning in marketing

P Thontirawong… - Marketing Education …, 2021 - Taylor & Francis
… from data and recommend strategic marketing actions. This paper shows how marketing
educators can introduce AI and ML concepts in their marketing classes and incorporate a cloud-…

[HTML][HTML] Algorithmic bias in machine learning-based marketing models

S Akter, YK Dwivedi, S Sajib, K Biswas… - Journal of Business …, 2022 - Elsevier
… in machine learning (ML) based marketing models. Although the dramatic growth of algorithmic
decision making continues to gain momentum in marketing… bias in marketing, drawing on …