Comparative Effectiveness of Machine Learning Methods for Causal Inference in Agricultural Economics
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- Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney Newey & James Robins, 2018.
"Double/debiased machine learning for treatment and structural parameters,"
Econometrics Journal, Royal Economic Society, vol. 21(1), pages 1-68, February.
- Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney Newey & James Robins, 2017. "Double/Debiased Machine Learning for Treatment and Structural Parameters," NBER Working Papers 23564, National Bureau of Economic Research, Inc.
- Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney K. Newey & James Robins, 2017. "Double/debiased machine learning for treatment and structural parameters," CeMMAP working papers CWP28/17, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney K. Newey & James Robins, 2017. "Double/debiased machine learning for treatment and structural parameters," CeMMAP working papers 28/17, Institute for Fiscal Studies.
- James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
- Gharad Bryan & Shyamal Chowdhury & Ahmed Mushfiq Mobarak, 2014.
"Underinvestment in a Profitable Technology: The Case of Seasonal Migration in Bangladesh,"
Econometrica, Econometric Society, vol. 82(5), pages 1671-1748, September.
- Gharad Bryan & Shyamal Chowdhury & Ahmed Mushfiq Mobarak, 2014. "Underinvestment in a Profitable Technology: The Case of Seasonal Migration in Bangladesh," Econometrica, Econometric Society, vol. 82, pages 1671-1748, September.
- Bryan, Gharad & Chowdhury, Shyamal & Mobarak Mushfiq, Ahmed, 2014. "Underinvestment in a profitable technology: the case of seasonal migration in Bangladesh," LSE Research Online Documents on Economics 60152, London School of Economics and Political Science, LSE Library.
- Gharad Bryan & Shyamal Chowdhury & Ahmed Mushfiq Mobarak, 2014. "Under-investment in a Profitable Technology: The Case of Seasonal Migration in Bangladesh," NBER Working Papers 20172, National Bureau of Economic Research, Inc.
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