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Volumn 66, Issue 2, 2001, Pages 271-288

Bayesian estimation of a multilevel IRT model using Gibbs sampling

Author keywords

Bayes estimates; Gibbs sampler; Item response theory (IRT); Markov chain Monte Carlo; Multilevel model; Two parameter normal ogive model

Indexed keywords


EID: 0035534930     PISSN: 00333123     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF02294839     Document Type: Article
Times cited : (306)

References (36)
  • 1
  • 2
    • 0001248506 scopus 로고
    • Bayesian estimation of normal ogive item response curves using Gibbs sampling
    • Albert, J.H. (1992). Bayesian estimation of normal ogive item response curves using Gibbs sampling. Journal of Educational Statistics, 17, 251-269.
    • (1992) Journal of Educational Statistics , vol.17 , pp. 251-269
    • Albert, J.H.1
  • 3
    • 0003726181 scopus 로고    scopus 로고
    • (Technical Report No. 98-14). Twente, The Netherlands: University of Twente, Faculty of Educational Science and Technology
    • Béguin, A.A., & Glas, C.A.W. (1998). MCMC estimation of multidimensional IRT models (Technical Report No. 98-14). Twente, The Netherlands: University of Twente, Faculty of Educational Science and Technology.
    • (1998) MCMC Estimation of Multidimensional IRT Models
    • Béguin, A.A.1    Glas, C.A.W.2
  • 4
    • 0000433590 scopus 로고
    • Marginal maximum likelihood estimation of item parameters: Application of an EM algorithm
    • Bock, R.D., & Aitkin, M. (1981). Marginal maximum likelihood estimation of item parameters: Application of an EM algorithm. Psychometrika, 46, 443-459.
    • (1981) Psychometrika , vol.46 , pp. 443-459
    • Bock, R.D.1    Aitkin, M.2
  • 6
    • 0033239554 scopus 로고    scopus 로고
    • A Bayesian random effects model for testlets
    • Bradlow, E.T., Wainer, H., & Wang, X. (1999). A Bayesian random effects model for testlets. Psychometrika, 64, 153-168.
    • (1999) Psychometrika , vol.64 , pp. 153-168
    • Bradlow, E.T.1    Wainer, H.2    Wang, X.3
  • 10
    • 0003646525 scopus 로고    scopus 로고
    • Unpublished doctoral dissertation, University of Twente, The Netherlands
    • Doolaard, S. (1999). Schools in change or schools in chains. Unpublished doctoral dissertation, University of Twente, The Netherlands.
    • (1999) Schools in Change or Schools in Chains
    • Doolaard, S.1
  • 13
    • 25444484077 scopus 로고    scopus 로고
    • Posterior predictive assessment of model fitness via realized discrepancies
    • Gelman, A., Meng, X-L., & Stern, H.S. (1996). Posterior predictive assessment of model fitness via realized discrepancies. Statistica Sinica, 6, 733-807.
    • (1996) Statistica Sinica , vol.6 , pp. 733-807
    • Gelman, A.1    Meng, X.-L.2    Stern, H.S.3
  • 15
    • 21144476248 scopus 로고
    • Full-information bi-factor analysis
    • Gibbons, R.D., & Hedeker, D.R. (1992). Full-information bi-factor analysis. Psychometrika, 57, 423-463.
    • (1992) Psychometrika , vol.57 , pp. 423-463
    • Gibbons, R.D.1    Hedeker, D.R.2
  • 16
    • 0007415249 scopus 로고    scopus 로고
    • MML and EAP estimation in testlet-based adaptive testing
    • W.J. van der Linden & C.A.W. Glas (Eds.). Boston, MA: Kluwer Academic Publishers
    • Glas, C.A.W., Wainer, H., & Bradlow, E.T. (2000). MML and EAP estimation in testlet-based adaptive testing. In W.J. van der Linden & C.A.W. Glas (Eds.). Computerized adaptive testing: Theory and practice (pp. 271-287). Boston, MA: Kluwer Academic Publishers.
    • (2000) Computerized Adaptive Testing: Theory and Practice , pp. 271-287
    • Glas, C.A.W.1    Wainer, H.2    Bradlow, E.T.3
  • 18
    • 0002163837 scopus 로고
    • On person parameter estimation in the dichotomous Rasch model
    • G.H. Fischer & I.W. Molenaar (Eds.). New York, NY: Springer
    • Hoijtink, H., & Boomsma, A. (1995). On person parameter estimation in the dichotomous Rasch model. In G.H. Fischer & I.W. Molenaar (Eds.), Rasch models: Foundations, recent developments and applications (pp. 53-68). New York, NY: Springer.
    • (1995) Rasch Models: Foundations, Recent Developments and Applications , pp. 53-68
    • Hoijtink, H.1    Boomsma, A.2
  • 19
    • 0040655766 scopus 로고    scopus 로고
    • A multidimensional item response model: Constrained latent class analysis using the Gibbs sampler and posterior predictive checks
    • Hoijtink, H., & Molenaar, I.W. (1997). A multidimensional item response model: Constrained latent class analysis using the Gibbs sampler and posterior predictive checks. Psychometrika, 62, 171-189.
    • (1997) Psychometrika , vol.62 , pp. 171-189
    • Hoijtink, H.1    Molenaar, I.W.2
  • 23
    • 34250131877 scopus 로고
    • Bayes model estimation in item response models
    • Mislevy, R.J. (1986). Bayes model estimation in item response models. Psychometrika, 51, 177-195.
    • (1986) Psychometrika , vol.51 , pp. 177-195
    • Mislevy, R.J.1
  • 24
    • 0001826103 scopus 로고
    • A hierarchical item-response model for educational testing
    • R.D. Bock (Eds.). San Diego, CA: Academic Press
    • Mislevy, R.J., & Bock, R.D. (1989). A hierarchical item-response model for educational testing. In R.D. Bock (Eds.), Multilevel analysis of educational data (pp. 57-74). San Diego, CA: Academic Press.
    • (1989) Multilevel Analysis of Educational Data , pp. 57-74
    • Mislevy, R.J.1    Bock, R.D.2
  • 25
    • 84950432453 scopus 로고
    • Parameteric empirical Bayes inference: Theory and applications
    • Morris, C.N. (1983). Parameteric empirical Bayes inference: Theory and applications (with discussion). Journal of the American Statistical Association, 78, 47-65.
    • (1983) Journal of the American Statistical Association , vol.78 , pp. 47-65
    • Morris, C.N.1
  • 27
    • 0033411905 scopus 로고    scopus 로고
    • A straightforward approach to Markov chain Monte Carlo methods for item response models
    • Patz, R.J., & Junker, B.W. (1999a). A straightforward approach to Markov chain Monte Carlo methods for item response models. Journal of Educational and Behavioral Statistics, 24, 146-178.
    • (1999) Journal of Educational and Behavioral Statistics , vol.24 , pp. 146-178
    • Patz, R.J.1    Junker, B.W.2
  • 28
    • 0033261632 scopus 로고    scopus 로고
    • Applications and extensions of MCMC in IRT: Multiple item types, missing data, and rated responses
    • Patz, R.J., & Junker, B.W. (1999b). Applications and extensions of MCMC in IRT: Multiple item types, missing data, and rated responses. Journal of Educational and Behavioral Statistics, 24, 342-366.
    • (1999) Journal of Educational and Behavioral Statistics , vol.24 , pp. 342-366
    • Patz, R.J.1    Junker, B.W.2
  • 29
    • 0002007029 scopus 로고
    • Educational applications of hierarchical linear models: A review
    • Raudenbush, S.W. (1988). Educational applications of hierarchical linear models: A review. Journal of Educational Statistics, 13, 85-116.
    • (1988) Journal of Educational Statistics , vol.13 , pp. 85-116
    • Raudenbush, S.W.1
  • 30
    • 0000051645 scopus 로고    scopus 로고
    • Updating schemes, correlation structure, blocking and parametrization for the Gibbs sampler
    • Roberts, G.O., & Sahu, S.K. (1997). Updating schemes, correlation structure, blocking and parametrization for the Gibbs sampler. Journal of the Royal Statistical Society, Series B, 59, 291-317.
    • (1997) Journal of the Royal Statistical Society, Series B , vol.59 , pp. 291-317
    • Roberts, G.O.1    Sahu, S.K.2
  • 31
    • 0000656694 scopus 로고
    • Estimation in parallel randomized experiments
    • Rubin, D.B. (1981). Estimation in parallel randomized experiments. Journal of Educational Statistics, 6, 377-400.
    • (1981) Journal of Educational Statistics , vol.6 , pp. 377-400
    • Rubin, D.B.1
  • 32
    • 0000812928 scopus 로고
    • Sensitivity analysis for fixed effects in the hierarchical model: A Gibbs sampling approach
    • Seltzer, M.H. (1993). Sensitivity analysis for fixed effects in the hierarchical model: A Gibbs sampling approach. Journal of Educational Statistics, 18, 207-235.
    • (1993) Journal of Educational Statistics , vol.18 , pp. 207-235
    • Seltzer, M.H.1
  • 34
    • 0002507596 scopus 로고    scopus 로고
    • Testlet response theory: An analog for the 3pl model useful in testlet-based adaptive testing
    • W.J. van der Linden & C.A.W. Glas (Eds.). Boston, MA: Kluwer Academic Publishers
    • Wainer, H., Bradlow, E.T., & Du, Z. (2000). Testlet response theory: An analog for the 3pl model useful in testlet-based adaptive testing. In W.J. van der Linden & C.A.W. Glas (Eds.), Computerized adaptive testing: Theory and practice (pp. 245-269). Boston, MA: Kluwer Academic Publishers.
    • (2000) Computerized Adaptive Testing: Theory and Practice , pp. 245-269
    • Wainer, H.1    Bradlow, E.T.2    Du, Z.3
  • 35
    • 84950432017 scopus 로고
    • A Monte Carlo implementation of the EM algorithm and the poor man's data augmentation algorithms
    • Wei, G.C.G., & Tanner, M.A. (1990). A Monte Carlo implementation of the EM algorithm and the poor man's Data Augmentation algorithms. Journal of the American Statistical Association, 85, 699-704.
    • (1990) Journal of the American Statistical Association , vol.85 , pp. 699-704
    • Wei, G.C.G.1    Tanner, M.A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.