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Predict choice: A comparison of 21 mathematical models

Year: 2014
Type: article
Abstract: How should we choose a model that predicts human choices?Two important factors in this choice are a model's predictive power and a model's flexibility.In this paper, we compare these aspects of models in a large set of models applied to an experiment in which participants chose between brands of fictitious chocolate bars and a quasi-experiment predicting movies' gross revenue.We show that there is a trade-off between flexibility and predictive power, but that this trade-off appears to lie more towards the "flexible" side than what was previously thought.
Language: English
Open Access status: green
OpenAlex ID: W610679523
FWCI: 1.307
Cites: 9
Cited by: 5
Related to: 10