메뉴 건너뛰기




Volumn 51, Issue 13, 2012, Pages

tmle: An R package for targeted maximum likelihood estimation

Author keywords

Causal inference; Controlled direct effect; MSM; R; Targeted maximum likelihood estimation; TMLE

Indexed keywords


EID: 84872794089     PISSN: 15487660     EISSN: None     Source Type: Journal    
DOI: 10.18637/jss.v051.i13     Document Type: Article
Times cited : (160)

References (47)
  • 1
    • 33644851650 scopus 로고    scopus 로고
    • Doubly Robust Estimation in Missing Data and Causal Inference Models
    • Bang H, Robins JM (2005). "Doubly Robust Estimation in Missing Data and Causal Inference Models." Biometrics, 61, 962-972.
    • (2005) Biometrics , vol.61 , pp. 962-972
    • Bang, H.1    Robins, J.M.2
  • 3
    • 84872808156 scopus 로고    scopus 로고
    • TMLE in Adaptive Group Sequential Covariate-Adjusted RCTs
    • chapter 29
    • Chambaz A (2011). "TMLE in Adaptive Group Sequential Covariate-Adjusted RCTs." In van der Laan and Rose (2011), chapter 29.
    • (2011) Van Der Laan and Rose
    • Chambaz, A.1
  • 5
    • 0001206510 scopus 로고    scopus 로고
    • Coarsening At Random: Characterizations, Conjectures and Counter-Examples
    • DY Lin, TR Fleming (eds.), Springer-Verlag, New York
    • Gill RD, van der Laan MJ, Robins JM (1997). "Coarsening At Random: Characterizations, Conjectures and Counter-Examples." In DY Lin, TR Fleming (eds.), Proceedings of the First Seattle Symposium in Biostatistics, pp. 255-294. Springer-Verlag, New York.
    • (1997) Proceedings of the First Seattle Symposium In Biostatistics , pp. 255-294
    • Gill, R.D.1    van der Laan, M.J.2    Robins, J.M.3
  • 7
    • 77953143090 scopus 로고    scopus 로고
    • An Application of Collaborative Targeted Maximum Likelihood Estimation in Causal Inference and Genomics
    • Gruber S, van der Laan MJ (2010a). "An Application of Collaborative Targeted Maximum Likelihood Estimation in Causal Inference and Genomics." The International Journal of Biostatistics, 6(1).
    • (2010) The International Journal of Biostatistics , vol.6 , Issue.1
    • Gruber, S.1    van der Laan, M.J.2
  • 8
    • 77955263738 scopus 로고    scopus 로고
    • A Targeted Maximum Likelihood Estimator of a Causal Effect on a Bounded Continuous Outcome
    • Gruber S, van der Laan MJ (2010b). "A Targeted Maximum Likelihood Estimator of a Causal Effect on a Bounded Continuous Outcome." The International Journal of Biostatistics, 6(1).
    • (2010) The International Journal of Biostatistics , vol.6 , Issue.1
    • Gruber, S.1    van der Laan, M.J.2
  • 9
    • 84950646761 scopus 로고
    • The Influence Curve and Its Role in Robust Estimation
    • Hampel FR (1974). "The Influence Curve and Its Role in Robust Estimation." Journal of the American Statistical Association, 69(346), 383-393.
    • (1974) Journal of the American Statistical Association , vol.69 , Issue.346 , pp. 383-393
    • Hampel, F.R.1
  • 11
    • 0033839024 scopus 로고    scopus 로고
    • Marginal Structural Models to Estimate the Causal Effect of Zidovudine on the Survival of HIV-Positive Men
    • Hernan MA, Brumback B, Robins JM (2000). "Marginal Structural Models to Estimate the Causal Effect of Zidovudine on the Survival of HIV-Positive Men." Epidemiology, 11(5), 561-570.
    • (2000) Epidemiology , vol.11 , Issue.5 , pp. 561-570
    • Hernan, M.A.1    Brumback, B.2    Robins, J.M.3
  • 12
    • 0000288253 scopus 로고
    • Coarsening at Random in General Sample Spaces and Random Censoring in Continuous Time
    • Jacobsen M, Keiding N (1995). "Coarsening at Random in General Sample Spaces and Random Censoring in Continuous Time." The Annals of Statistics, 23, 774-786.
    • (1995) The Annals of Statistics , vol.23 , pp. 774-786
    • Jacobsen, M.1    Keiding, N.2
  • 13
    • 27244450973 scopus 로고    scopus 로고
    • An Exhalent Problem for Teaching Statistics
    • Kahn M (2005). "An Exhalent Problem for Teaching Statistics." The Journal of Statistical Education, 13(2).
    • (2005) The Journal of Statistical Education , vol.13 , Issue.2
    • Kahn, M.1
  • 14
    • 56249113343 scopus 로고    scopus 로고
    • Building Predictive Models in R Using the caret Package
    • Kuhn M (2008). "Building Predictive Models in R Using the caret Package." Journal of Statistical Software, 28(5), 1-26. URL http://www.jstatsoft.org/v28/i05/.
    • (2008) Journal of Statistical Software , vol.28 , Issue.5 , pp. 1-26
    • Kuhn, M.1
  • 16
    • 84872774923 scopus 로고    scopus 로고
    • DSA: Deletion/Substitution/Addition Algorithm
    • Version 3.1.4
    • Neugebauer R, Bullard J (2010). DSA: Deletion/Substitution/Addition Algorithm. R package version 3.1.4, URL http://www.stat.berkeley.edu/~laan/Software/.
    • (2010) R Package
    • Neugebauer, R.1    Bullard, J.2
  • 18
    • 84864294125 scopus 로고    scopus 로고
    • Technical Report R-370, University of California, Los Angeles, Department of Computer Science
    • Pearl J (2010a). "The Causal Foundations of Structural Equation Modeling." Technical Report R-370, University of California, Los Angeles, Department of Computer Science.
    • (2010) The Causal Foundations of Structural Equation Modeling
    • Pearl, J.1
  • 22
    • 84863304598 scopus 로고    scopus 로고
    • R Development Core Team. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0, URL
    • R Development Core Team (2012). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0, URL http://www.R-project.org/.
    • (2012) R: A Language and Environment For Statistical Computing
  • 23
    • 46149139403 scopus 로고
    • A New Approach to Causal Inference in Mortality Studies with Sustained Exposure Periods - Application to Control of the Healthy Worker Survivor Effect
    • Robins JM (1986). "A New Approach to Causal Inference in Mortality Studies with Sustained Exposure Periods - Application to Control of the Healthy Worker Survivor Effect." Mathematical Modelling, 7, 1393-1512.
    • (1986) Mathematical Modelling , vol.7 , pp. 1393-1512
    • Robins, J.M.1
  • 25
    • 0003135327 scopus 로고    scopus 로고
    • Marginal Structural Models versus Structural Nested Models as Tools for Causal Inference
    • (Minneapolis, MN, 1997), Springer-Verlag, New York
    • Robins JM (2000a). "Marginal Structural Models versus Structural Nested Models as Tools for Causal Inference." In Statistical Models in Epidemiology, the Environment, and Clinical Trials (Minneapolis, MN, 1997), pp. 95-133. Springer-Verlag, New York.
    • (2000) Statistical Models In Epidemiology, the Environment, and Clinical Trials , pp. 95-133
    • Robins, J.M.1
  • 27
    • 0033847784 scopus 로고    scopus 로고
    • Marginal Structural Models and Causal Inference in Epidemiology
    • Robins JM, Hernan MA, Brumback B (2000a). "Marginal Structural Models and Causal Inference in Epidemiology." Epidemiology, 11(5), 550-560.
    • (2000) Epidemiology , vol.11 , Issue.5 , pp. 550-560
    • Robins, J.M.1    Hernan, M.A.2    Brumback, B.3
  • 28
    • 0001425735 scopus 로고
    • Recovery of Information and Adjustment for Dependent Censoring Using Surrogate Markers
    • NP Jewell, K Dietz, B Farewell (eds.), Bikḧauser, Boston
    • Robins JM, Rotnitzky A (1992). "Recovery of Information and Adjustment for Dependent Censoring Using Surrogate Markers." In NP Jewell, K Dietz, B Farewell (eds.), AIDS Epidemiology. Bikḧauser, Boston.
    • (1992) AIDS Epidemiology
    • Robins, J.M.1    Rotnitzky, A.2
  • 29
    • 0005976738 scopus 로고    scopus 로고
    • Comment on the Bickel and Kwon Article, 'Inference for Semiparametric Models: Some Questions and an Answer'
    • Robins JM, Rotnitzky A (2001). "Comment on the Bickel and Kwon Article, 'Inference for Semiparametric Models: Some Questions and an Answer'." Statistica Sinica, 11(4), 920-936.
    • (2001) Statistica Sinica , vol.11 , Issue.4 , pp. 920-936
    • Robins, J.M.1    Rotnitzky, A.2
  • 32
    • 77952025261 scopus 로고    scopus 로고
    • Targeted Maximum Likelihood Estimation of the Parameter of a Marginal Structural Model
    • Rosenblum M, van der Laan MJ (2010). "Targeted Maximum Likelihood Estimation of the Parameter of a Marginal Structural Model." The International Journal of Biostatistics, 6(19).
    • (2010) The International Journal of Biostatistics , vol.6 , Issue.19
    • Rosenblum, M.1    van der Laan, M.J.2
  • 33
    • 84872819533 scopus 로고    scopus 로고
    • Submitted by MJ Kahn, Wheaton College, Norton, MA, URL
    • Rosner B (1999a). "FEV Dataset." Submitted by MJ Kahn, Wheaton College, Norton, MA, URL http://www.amstat.org/publications/jse/v13n2/datasets.kahn.html.
    • (1999) FEV Dataset
    • Rosner, B.1
  • 35
    • 58149417330 scopus 로고
    • Estimating Causal Effects of Treatments in Randomized and Nonrandomized Studies
    • Rubin DB (1974). "Estimating Causal Effects of Treatments in Randomized and Nonrandomized Studies." Journal of Educational Psychology, 64, 688-701.
    • (1974) Journal of Educational Psychology , vol.64 , pp. 688-701
    • Rubin, D.B.1
  • 37
    • 33645863039 scopus 로고    scopus 로고
    • The Deletion/Substitution/Addition Algorithm in Loss Function Based Estimation: Applications in Genomics
    • Sinisi S, van der Laan MJ (2004). "The Deletion/Substitution/Addition Algorithm in Loss Function Based Estimation: Applications in Genomics." Journal of Statistical Methods in Molecular Biology, 3(1).
    • (2004) Journal of Statistical Methods In Molecular Biology , vol.3 , Issue.1
    • Sinisi, S.1    van der Laan, M.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.