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Volumn 659, Issue 1, 2015, Pages 48-62

Building Better Models: Prediction, Replication, and Machine Learning in the Social Sciences

Author keywords

big data; data science; ensemble learning; machine learning; penalized regression; predictive modeling; the Lasso

Indexed keywords


EID: 84927130377     PISSN: 00027162     EISSN: 15523349     Source Type: Journal    
DOI: 10.1177/0002716215570279     Document Type: Article
Times cited : (99)

References (22)
  • 1
    • 0036405017 scopus 로고    scopus 로고
    • Toward a new political methodology: Microfoundations and ART
    • Achen Christopher H.Toward a new political methodology: Microfoundations and ART.Annual Review of Political Science. 2002;5 (1): 423-50
    • (2002) Annual Review of Political Science , vol.5 , Issue.1 , pp. 423-450
    • Achen, C.H.1
  • 3
    • 0031287758 scopus 로고    scopus 로고
    • Specification uncertainty and model averaging
    • Bartels Larry M.Specification uncertainty and model averaging.American Journal of Political Science. 1997;41 (2): 641-74
    • (1997) American Journal of Political Science , vol.41 , Issue.2 , pp. 641-674
    • Bartels, L.M.1
  • 4
    • 0030344230 scopus 로고    scopus 로고
    • Heuristics of instability and stabilization in model selection
    • Breiman Leo.Heuristics of instability and stabilization in model selection.Annals of Statistics. 1996;24 (6): 2350-83
    • (1996) Annals of Statistics , vol.24 , Issue.6 , pp. 2350-2383
    • Breiman, L.1
  • 8
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes Corina,Vapnik Vladimir.Support-vector networks.Machine Learning. 1995;20 (3): 273-97
    • (1995) Machine Learning , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 11
    • 78049484065 scopus 로고    scopus 로고
    • Penalized regression, standard errors, and Bayesian lassos
    • Kyung Minjung,Gill Jeff,Ghosh Malay,Casella George.Penalized regression, standard errors, and Bayesian lassos.Bayesian Analysis. 2010;5 (2): 369-411
    • (2010) Bayesian Analysis , vol.5 , Issue.2 , pp. 369-411
    • Kyung, M.1    Gill, J.2    Ghosh, M.3    Casella, G.4
  • 14
    • 84864516626 scopus 로고    scopus 로고
    • Improving predictions using ensemble Bayesian model averaging
    • Montgomery Jacob M.,Hollenbach Florian M.,Ward Michael D.Improving predictions using ensemble Bayesian model averaging.Political Analysis. 2012;20 (3): 271-91
    • (2012) Political Analysis , vol.20 , Issue.3 , pp. 271-291
    • Montgomery, J.M.1    Hollenbach, F.M.2    Ward, M.D.3
  • 17
    • 85194972808 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the lasso
    • Tibshirani Robert.Regression shrinkage and selection via the lasso.Journal of the Royal Statistical Society B. 1996;58 (1): 267-88
    • (1996) Journal of the Royal Statistical Society B , vol.58 , Issue.1 , pp. 267-288
    • Tibshirani, R.1
  • 18
    • 84897782017 scopus 로고    scopus 로고
    • Seven deadly sins of contemporary quantitative political analysis
    • Schrodt P. A.Seven deadly sins of contemporary quantitative political analysis.Journal of Peace Research. 2014;51 (2): 287-300
    • (2014) Journal of Peace Research , vol.51 , Issue.2 , pp. 287-300
    • Schrodt, P.A.1
  • 19
    • 84893121166 scopus 로고    scopus 로고
    • Political scientists are lousy forecasters
    • Stevens Jacqueline.Political scientists are lousy forecasters.New York Times. 2012;:
    • (2012) New York Times
    • Stevens, J.1
  • 20
    • 69049091975 scopus 로고    scopus 로고
    • High dimensional variable selection
    • Wasserman Larry,Roeder Kathryn.High dimensional variable selection.Annals of Statistics. 2009;37 (5A): 2178-2201
    • (2009) Annals of Statistics , vol.37 , Issue.5A , pp. 2178-2201
    • Wasserman, L.1    Roeder, K.2
  • 21
    • 33846114377 scopus 로고    scopus 로고
    • The adaptive lasso and its oracle properties
    • Zou Hui.The adaptive lasso and its oracle properties.Journal of the American Statistical Association. 2006;101 (476): 1418-29
    • (2006) Journal of the American Statistical Association , vol.101 , Issue.476 , pp. 1418-1429
    • Zou, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.