How to Tell If You Should Trust Your Statistical Models
Harvard Business Review
SEPTEMBER 22, 2014
But theory, such as Statistical Learning Theory in Machine Learning , teaches us that predictability typically first improves and then deteriorates as model complexity increases, so adding complexity should not be a goal in itself. So make sure that your analysts apply the model to fresh data in new contexts.
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