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- 08 Oct 2018
- Working Paper Summaries
Developing Theory Using Machine Learning Methods
- 30 Oct 2018
- First Look
New Research and Ideas, October 30, 2018
Developing Theory Using Machine Learning Methods By: Choudhury, Prithwiraj, Ryan Allen, and Michael View Details
Keywords: Dina Gerdeman
- 02 Oct 2018
- First Look
New Research and Ideas, October 2, 2018
policies. Download working paper: https://www.hbs.edu/faculty/Pages/item.aspx?num=55050 "Developing Theory Using Machine Learning Methods By: Choudhury, Prithwiraj, Ryan View Details
Keywords: Dina Gerdeman
- 16 Oct 2018
- First Look
New Research and Ideas, October 16, 2018
Methods By: Choudhury, Prithwiraj, Ryan Allen, and Michael G. View Details
Keywords: Dina Gerdeman
- January 2021
- Article
Machine Learning for Pattern Discovery in Management Research
By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres
Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect... View Details
Keywords: Machine Learning; Supervised Machine Learning; Induction; Abduction; Exploratory Data Analysis; Pattern Discovery; Decision Trees; Random Forests; Neural Networks; ROC Curve; Confusion Matrix; Partial Dependence Plots; AI and Machine Learning
Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Strategic Management Journal 42, no. 1 (January 2021): 30–57.