Causal Bandits: Online Decision-Making in Endogenous Settings
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- Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
- Haoyu Chen & Wenbin Lu & Rui Song, 2021. "Statistical Inference for Online Decision Making via Stochastic Gradient Descent," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(534), pages 708-719, April.
- Matthew T. Clements & Hiroshi Ohashi, 2005.
"Indirect Network Effects And The Product Cycle: Video Games In The U.S., 1994–2002,"
Journal of Industrial Economics, Wiley Blackwell, vol. 53(4), pages 515-542, December.
- Matthew T. Clements & Hiroshi Ohashi, 2004. "Indirect Network Effects and the Product Cycle: Video Games in the U.S., 1994-2002," CIRJE F-Series CIRJE-F-261, CIRJE, Faculty of Economics, University of Tokyo.
- Matthew T. Clements & Hiroshi Ohashi, 2004. "Indirect Network Effects and the Product Cycle: Video Games in the U.S., 1994-2002," Working Papers 04-01, NET Institute, revised Oct 2004.
- Brett R. Gordon & Florian Zettelmeyer & Neha Bhargava & Dan Chapsky, 2019. "A Comparison of Approaches to Advertising Measurement: Evidence from Big Field Experiments at Facebook," Marketing Science, INFORMS, vol. 38(2), pages 193-225, March.
- Hamsa Bastani & Mohsen Bayati, 2020. "Online Decision Making with High-Dimensional Covariates," Operations Research, INFORMS, vol. 68(1), pages 276-294, January.
- Michael Sinkinson & Amanda Starc, 2019. "Ask Your Doctor? Direct-to-Consumer Advertising of Pharmaceuticals," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(2), pages 836-881.
- Hausman, Jerry A., 1983. "Specification and estimation of simultaneous equation models," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 1, chapter 7, pages 391-448, Elsevier.
- Dimitris Bertsimas & Nikita Korolko & Alexander M. Weinstein, 2019. "Covariate-Adaptive Optimization in Online Clinical Trials," Operations Research, INFORMS, vol. 67(4), pages 1150-1161, July.
- Kanishka Misra & Eric M. Schwartz & Jacob Abernethy, 2019. "Dynamic Online Pricing with Incomplete Information Using Multiarmed Bandit Experiments," Marketing Science, INFORMS, vol. 38(2), pages 226-252, March.
- Hausman, Jerry A & Newey, Whitney K & Taylor, William E, 1987.
"Efficient Estimation and Identification of Simultaneous Equation Models with Covariance Restrictions,"
Econometrica, Econometric Society, vol. 55(4), pages 849-874, July.
- J. Hausman & W. Newey & W. Taylor, 1983. "Efficient Estimation and Identification of Simultaneous Equation Models with Covariance Restrictions," Working papers 331, Massachusetts Institute of Technology (MIT), Department of Economics.
- Jerry A. Hausman & Whitney K. Newey & William E. Taylor, 1985. "Efficient Estimation and Identification of Simultaneous Equation Models with Covariance Restrictions," Working papers 369, Massachusetts Institute of Technology (MIT), Department of Economics.
- Imbens, Guido W., 2014.
"Instrumental Variables: An Econometrician's Perspective,"
IZA Discussion Papers
8048, Institute of Labor Economics (IZA).
- Guido Imbens, 2014. "Instrumental Variables: An Econometrician's Perspective," NBER Working Papers 19983, National Bureau of Economic Research, Inc.
- Imbens, Guido W & Angrist, Joshua D, 1994.
"Identification and Estimation of Local Average Treatment Effects,"
Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
- Joshua D. Angrist & Guido W. Imbens, 1995. "Identification and Estimation of Local Average Treatment Effects," NBER Technical Working Papers 0118, National Bureau of Economic Research, Inc.
- Griliches, Zvi, 1977. "Estimating the Returns to Schooling: Some Econometric Problems," Econometrica, Econometric Society, vol. 45(1), pages 1-22, January.
- Whitney K. Newey & James L. Powell, 2003. "Instrumental Variable Estimation of Nonparametric Models," Econometrica, Econometric Society, vol. 71(5), pages 1565-1578, September.
- Chunrong Ai & Xiaohong Chen, 2003. "Efficient Estimation of Models with Conditional Moment Restrictions Containing Unknown Functions," Econometrica, Econometric Society, vol. 71(6), pages 1795-1843, November.
- Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881, January.
- Hamsa Bastani & Mohsen Bayati & Khashayar Khosravi, 2021. "Mostly Exploration-Free Algorithms for Contextual Bandits," Management Science, INFORMS, vol. 67(3), pages 1329-1349, March.
- Chernozhukov, Victor & Imbens, Guido W. & Newey, Whitney K., 2007. "Instrumental variable estimation of nonseparable models," Journal of Econometrics, Elsevier, vol. 139(1), pages 4-14, July.
- Somayeh Moazeni & Boris Defourny & Monika J. Wilczak, 2020. "Sequential Learning in Designing Marketing Campaigns for Market Entry," Management Science, INFORMS, vol. 66(9), pages 4226-4245, September.
- Haoyu Chen & Wenbin Lu & Rui Song, 2021. "Statistical Inference for Online Decision Making: In a Contextual Bandit Setting," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(533), pages 240-255, March.
- Xiaohong Chen & Han Hong & Elie Tamer, 2005. "Measurement Error Models with Auxiliary Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(2), pages 343-366.
- Edvard Bakhitov & Amandeep Singh, 2021. "Causal Gradient Boosting: Boosted Instrumental Variable Regression," Papers 2101.06078, arXiv.org.
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