Tag Archives: machine learning

How do we create models to predict or explain?

Shmueli, G., “To Explain or To Predict?”, Statistical Science, 25(3): 289-310, 2010. [PDF][Research Page]Summary: This publication examines the fundamental and practical differences between the use of statistical and other empirical methods for prediction and causal explanation.  The article’s thesis is that statistical modeling, from the early stages of study design and data collection, to choice of model […]