Testing the nested fixed-point algorithm in BLP random coefficients demand estimation
2
조회
0
다운로드
0
인용
0
참고문헌
키워드
초록
This paper examines the numerical properties of the nested fixed-point algorithm (NFP) using Monte Carlo experiments in the estimation of Berry, Levinsohn, and Pakes's (1995) random coefficient logit demand model. We find that in speed, convergence and accuracy, nested fixed-point (NFP) approach using Newton's method performs well like a mathematical programming with equilibrium constraints (MPEC) approach adopted by Dube, Fox, and Su (2012).
Abstract
This paper examines the numerical properties of the nested fixed-point algorithm (NFP) using Monte Carlo experiments in the estimation of Berry, Levinsohn, and Pakes's (1995) random coefficient logit demand model. We find that in speed, convergence and accuracy, nested fixed-point (NFP) approach using Newton's method performs well like a mathematical programming with equilibrium constraints (MPEC) approach adopted by Dube, Fox, and Su (2012).
참고문헌 (12)
- Berry, S., "Automobile Prices in Market Equilibrium", Econometrica, 63(4), pp.841~890 (1995)
- Dub´e, J. P., "Improving the Numerical Performance of BLP Static and Dynamic Discrete Choice Random Coefficients Demand Estimation", Econometrica, 80(5), pp.2231~2267 (2012)
- Houde, J., "Spatial Differentiation and Vertical Mergers in Retail Markets for Gasoline", American Economic Review, 102(5), pp.2147~2182 (2012)
- Iskhakov, F., "Constrained Optimization Approaches to Estimation of Structural Models: Comment", Econometrica, 84(1), pp.365~370 (2016)
- Lee, J., "A Computationally Fast Estimator for Random Coefficients Logit Demand Models Using Aggregate Data", RAND Journal of Economics, 46(1), pp.86~102 (2015)
- Lee, J., "Revisiting the Nested Fixed-Point Algorithm in BLP Random Coefficients Demand Estimation", Economics Letters, 149, pp.67~70 (2016)
- Nevo, A., "A Practitioner’s Guide to Estimation of Random Coefficients Logit Models of Demand", Journal of Economics and Management Strategy, 9(4), pp.513~548 (2000)
- Nocedal, J., "Numerical Optimization" (2006), Springer
- Patel, K., "How to Estimate Random Coefficients Demand Models", Doctor, pp.2012
- Enhancing the Convergence Properties of the BLP (1995) Contraction Mapping, "Reynaerts, J.", VIVES, ~, pp.Discussion Paper 35 (2012)
- Rust, J., "Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher", Econometrica, 55(5), pp.999~1033 (1987)
- Rust, J., "Nested Fixed Point Algorithm Documentation Manual: Version 6", Department of Economics, Yale University, ~ (2000)
