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Volumn 31, Issue 2, 2017, Pages 87-106

Machine learning: An applied econometric approach

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[No Author keywords available]

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EID: 85019079025     PISSN: None     EISSN: 08953309     Source Type: Journal    
DOI: 10.1257/jep.31.2.87     Document Type: Conference Paper
Times cited : (1339)

References (62)
  • 4
    • 84952506429 scopus 로고
    • Split-sample instrumental variables estimates of the return to schooling
    • Angrist, Joshua D., and Alan B. Krueger. 1995. "Split-Sample Instrumental Variables Estimates of the Return to Schooling." Journal of Business and Economic Statistics 13(2): 225-35.
    • (1995) Journal of Business and Economic Statistics , vol.13 , Issue.2 , pp. 225-235
    • Angrist, J.D.1    Krueger, A.B.2
  • 6
    • 2942746458 scopus 로고    scopus 로고
    • Is all that talk just noise? The information content of internet stock message boards
    • Antweiler, Werner, and Murray Z. Frank. 2004. "Is All That Talk Just Noise? The Information Content of Internet Stock Message Boards." Journal of Finance 59(3): 1259-94.
    • (2004) Journal of Finance , vol.59 , Issue.3 , pp. 1259-1294
    • Antweiler, W.1    Frank, M.Z.2
  • 8
    • 84977271090 scopus 로고    scopus 로고
    • Recursive partitioning for heterogeneous causal effects
    • Athey, Susan, and Guido Imbens. 2016. "Recursive Partitioning for Heterogeneous Causal Effects. PNAS 113(27): 7353-60.
    • (2016) PNAS , vol.113 , Issue.27 , pp. 7353-7360
    • Athey, S.1    Imbens, G.2
  • 9
    • 0000881864 scopus 로고
    • Alternative approximations to the distributions of instrumental variable estimators
    • Bekker, Paul A. 1994. "Alternative Approximations to the Distributions of Instrumental Variable Estimators." Econometrica 62(3): 657-81.
    • (1994) Econometrica , vol.62 , Issue.3 , pp. 657-681
    • Bekker, P.A.1
  • 10
    • 84870205103 scopus 로고    scopus 로고
    • Sparse models and methods for optimal instruments with an application to eminent domain
    • Belloni, Alexandre, Daniel Chen, Victor Chernozhukov, and Christian Hansen. 2012. "Sparse Models and Methods for Optimal Instruments with an Application to Eminent Domain." Econometrica 80(6): 2369-2429.
    • (2012) Econometrica , vol.80 , Issue.6 , pp. 2369-2429
    • Belloni, A.1    Chen, D.2    Chernozhukov, V.3    Hansen, C.4
  • 12
    • 84899830035 scopus 로고    scopus 로고
    • Inference on treatment effects after selection among high-dimensional controls
    • Belloni, Alexandre, Victor Chernozhukov, and Christian Hansen. 2014. "Inference on Treatment Effects after Selection among High-Dimensional Controls." Review of Economic Studies 81(2): 608-650.
    • (2014) Review of Economic Studies , vol.81 , Issue.2 , pp. 608-650
    • Belloni, A.1    Chernozhukov, V.2    Hansen, C.3
  • 14
    • 84948451086 scopus 로고    scopus 로고
    • Predicting poverty and wealth from mobile phone metadata
    • Blumenstock, Joshua E., Gabriel Cadamuro, and Robert On. 2015. "Predicting Poverty and Wealth from Mobile Phone Metadata." Science 350(6264): 1073-76.
    • (2015) Science , vol.350 , Issue.6264 , pp. 1073-1076
    • Blumenstock, J.E.1    Cadamuro, G.2    On, R.3
  • 15
    • 84983214185 scopus 로고    scopus 로고
    • Fighting poverty with data
    • Blumenstock, Joshua Evan. 2016. "Fighting Poverty with Data." Science 353(6301): 753-54.
    • (2016) Science , vol.353 , Issue.6301 , pp. 753-754
    • Blumenstock, J.E.1
  • 16
    • 84871768280 scopus 로고
    • Problems with instrumental variables estimation when the correlation between the instruments and the endogenous explanatory variable is weak
    • Bound, John, David A. Jaeger, and Regina M. Baker. 1995. "Problems with Instrumental Variables Estimation When the Correlation between the Instruments and the Endogenous Explanatory Variable is Weak." Journal of the American Statistical Association 90(430): 443-50.
    • (1995) Journal of the American Statistical Association , vol.90 , Issue.430 , pp. 443-450
    • Bound, J.1    Jaeger, D.A.2    Baker, R.M.3
  • 17
    • 31344442775 scopus 로고    scopus 로고
    • The causal effect of education on earnings
    • edited by Orley C. Ashenfelter and David Card, North-Holland, Elsevier
    • Card, David. 1999. "The Causal Effect of Education on Earnings." Handbook of Labor Economics, vol. 3A, edited by Orley C. Ashenfelter and David Card, 1801-1863. North-Holland, Elsevier.
    • (1999) Handbook of Labor Economics , vol.3 A , pp. 1801-1863
    • Card, D.1
  • 18
    • 84865316796 scopus 로고    scopus 로고
    • A regularization approach to the many instruments problem
    • Carrasco, Marine 2012. "A Regularization Approach to the Many Instruments Problem." Journal of Econometrics 170(2): 383-98.
    • (2012) Journal of Econometrics , vol.170 , Issue.2 , pp. 383-398
    • Carrasco, M.1
  • 20
    • 79958274042 scopus 로고    scopus 로고
    • Predicting and preventing shootings among At-risk youth
    • Chandler, Dana, Steven D. Levitt, and John A. List. 2011. "Predicting and Preventing Shootings among At-Risk Youth." American Economic Review 101(3): 288-92.
    • (2011) American Economic Review , vol.101 , Issue.3 , pp. 288-292
    • Chandler, D.1    Levitt, S.D.2    List, J.A.3
  • 22
    • 0024981793 scopus 로고
    • Clinical versus actuarial judgment
    • Dawes, Robyn M., David Faust, and Paul E. Meehl. 1989. "Clinical versus Actuarial Judgment." Science 243(4899): 1668-74.
    • (1989) Science , vol.243 , Issue.4899 , pp. 1668-1674
    • Dawes, R.M.1    Faust, D.2    Meehl, P.E.3
  • 23
    • 84925663297 scopus 로고    scopus 로고
    • Algorithm aversion: People erroneously avoid algorithms after seeing them err
    • Dietvorst, Berkeley J., Joseph P Simmons, and Cade Massey. 2015. "Algorithm Aversion: People Erroneously Avoid Algorithms after Seeing Them Err." Journal of Experimental Psychology: General 144(1): 114-26.
    • (2015) Journal of Experimental Psychology: General , vol.144 , Issue.1 , pp. 114-126
    • Dietvorst, B.J.1    Simmons, J.P.2    Massey, C.3
  • 25
    • 84994235624 scopus 로고    scopus 로고
    • The view from above: Applications of satellite data in economics
    • Donaldson, Dave, and Adam Storeygard. 2016. "The View from Above: Applications of Satellite Data in Economics." Journal of Economic Perspectives 30(4): 171-98.
    • (2016) Journal of Economic Perspectives , vol.30 , Issue.4 , pp. 171-198
    • Donaldson, D.1    Storeygard, A.2
  • 27
    • 84909957858 scopus 로고    scopus 로고
    • Economics in the age of big data
    • Einav, Liran, and Jonathan Levin. 2014. "Economics in the Age of Big Data." Science 346(6210): 1243089.
    • (2014) Science , vol.346 , Issue.6210 , pp. 1243089
    • Einav, L.1    Levin, J.2
  • 30
    • 85035775337 scopus 로고    scopus 로고
    • Big data and big cities: The promises and limitations of improved measures of urban life
    • Early View Article, online July 12
    • Glaeser, Edward L., Scott Duke Kominers, Michael Luca, and Nakhil Naik. 2016. "Big Data and Big Cities: The Promises and Limitations of Improved Measures of Urban Life." Economic Inquiry, Early View Article, online July 12.
    • (2016) Economic Inquiry
    • Glaeser, E.L.1    Kominers, S.D.2    Luca, M.3    Naik, N.4
  • 33
    • 85000002326 scopus 로고    scopus 로고
    • Nonparametric sieve regression: Least squares, averaging least squares, and cross-validation
    • edited by Jeffrey S. Racine, Liangjun Su, and Aman Ullah. Oxford Univerity Press
    • Hansen, Bruce E. 2014. "Nonparametric Sieve Regression: Least Squares, Averaging Least Squares, and Cross-Validation." In The Oxford Handbook of Applied Nonparametric and Semiparametric Econometrics and Statistics, edited by Jeffrey S. Racine, Liangjun Su, and Aman Ullah. Oxford Univerity Press.
    • (2014) The Oxford Handbook of Applied Nonparametric and Semiparametric Econometrics and Statistics
    • Hansen, B.E.1
  • 34
    • 84905033745 scopus 로고    scopus 로고
    • Instrumental variables estimation with many weak instruments using regularized JIVE
    • Hansen, Christian, and Damian Kozbur. 2014. "Instrumental Variables Estimation with Many Weak instruments using Regularized JIVE." Journal of Econometrics 182(2): 290-308.
    • (2014) Journal of Econometrics , vol.182 , Issue.2 , pp. 290-308
    • Hansen, C.1    Kozbur, D.2
  • 37
  • 38
    • 84976882361 scopus 로고    scopus 로고
    • Text-based network industries and endogenous product differentiation
    • Hoberg, Gerard, and Gordon Phillips. 2016. "Text-based Network Industries and Endogenous Product Differentiation. Journal of Political Economy 124(5): 1423-65.
    • (2016) Journal of Political Economy , vol.124 , Issue.5 , pp. 1423-1465
    • Hoberg, G.1    Phillips, G.2
  • 39
    • 78651447840 scopus 로고    scopus 로고
    • Estimation of heterogeneous treatment effects from randomized experiments, with application to the optimal planning of the get-out-the-vote campaign
    • Imai, Kosuke, and Aaron Strauss. 2011. "Estimation of Heterogeneous Treatment Effects from Randomized Experiments, with Application to the Optimal Planning of the Get-Out-the-Vote Campaign." Political Analysis 19(1): 1-19.
    • (2011) Political Analysis , vol.19 , Issue.1 , pp. 1-19
    • Imai, K.1    Strauss, A.2
  • 41
    • 84983509249 scopus 로고    scopus 로고
    • Combining satellite imagery and machine learning to predict poverty
    • Jean, Neal, Marshall Burke, Michael Xie, W. Matthew Davis, David B. Lobell, and Stefano Ermon. 2016. "Combining Satellite Imagery and Machine Learning to Predict Poverty." Science 353(6301): 790-94.
    • (2016) Science , vol.353 , Issue.6301 , pp. 790-794
    • Jean, N.1    Burke, M.2    Xie, M.3    Matthew Davis, W.4    Lobell, D.B.5    Ermon, S.6
  • 48
    • 74749097452 scopus 로고    scopus 로고
    • Improving propensity score weighting using machine learning
    • Lee, Brian K., Justin Lessler, and Elizabeth A. Stuart. 2010. "Improving Propensity Score Weighting using Machine Learning." Statistics in Medicine 29(3): 337-46.
    • (2010) Statistics in Medicine , vol.29 , Issue.3 , pp. 337-346
    • Lee, B.K.1    Lessler, J.2    Stuart, E.A.3
  • 49
    • 33847415033 scopus 로고    scopus 로고
    • Can one estimate the conditional distribution of post-model-selection estimators?
    • Leeb, Hannes, and Benedikt M. Pötscher. 2006. "Can One Estimate the Conditional Distribution of Post-Model-Selection Estimators?" Annals of Statistics 34(5): 2554-91.
    • (2006) Annals of Statistics , vol.34 , Issue.5 , pp. 2554-2591
    • Leeb, H.1    Pötscher, B.M.2
  • 50
    • 39649113562 scopus 로고    scopus 로고
    • Can one estimate the unconditional distribution of post-model-selection estimators?
    • Leeb, Hannes, and Bendikt M. Pötscher. 2008. "Can One Estimate the Unconditional Distribution of Post-Model-Selection Estimators?" Econometric Theory 24(2): 338-76.
    • (2008) Econometric Theory , vol.24 , Issue.2 , pp. 338-376
    • Leeb, H.1    Pötscher, B.M.2
  • 51
    • 84875549888 scopus 로고    scopus 로고
    • The use of satellite data for crop yield gap analysis
    • Lobell, David B. 2013. "The Use of Satellite Data for Crop Yield Gap Analysis." Field Crops Research 143: 56-64.
    • (2013) Field Crops Research , vol.143 , pp. 56-64
    • Lobell, D.B.1
  • 53
    • 85019057816 scopus 로고    scopus 로고
    • Retooling poverty targeting using out-of-sample validation and machine learning
    • lhw056
    • McBride, Linden, and Austin Nichols. 2016. "Retooling Poverty Targeting Using Out-of-Sample Validation and Machine Learning." World Bank Economic Review, lhw056.
    • (2016) World Bank Economic Review
    • McBride, L.1    Nichols, A.2
  • 57
    • 0346307687 scopus 로고    scopus 로고
    • Instrumental variables regression with weak instruments
    • Staiger, Douglas, and James H. Stock. 1997. "Instrumental Variables Regression with Weak Instruments." Econometrica 65(3): 557-86.
    • (1997) Econometrica , vol.65 , Issue.3 , pp. 557-586
    • Staiger, D.1    Stock, J.H.2
  • 59
    • 84903161818 scopus 로고    scopus 로고
    • Big data: New tricks for econometrics
    • Varian, Hal R. 2014. "Big Data: New Tricks for Econometrics." Journal of Economic Perspectives 28(2): 3-28.
    • (2014) Journal of Economic Perspectives , vol.28 , Issue.2 , pp. 3-28
    • Varian, H.R.1
  • 62
    • 33845263263 scopus 로고    scopus 로고
    • On model selection consistency of lasso
    • Zhao, Peng, and Bin Yu. 2006. "On Model Selection Consistency of Lasso." Journal of Machine Learning Research 7: 2541-63.
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 2541-2563
    • Zhao, P.1    Yu, B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.