Before revision:  Our numerical results show that using random forests to estimate customer choices represented by binary choice forests can outperform the best parametric models in synthetic and real datasets  .
After revision:  Our numerical results show that using random forests to estimate customer choices can outperform the best parametric models in synthetic and real datasets .