메뉴 건너뛰기




Volumn 12, Issue 11, 2012, Pages

Modeling psychophysical data at the population-level: The generalized linear mixed model

Author keywords

Generalized linear mixed model; Psychophysics; Statistical power; Two level analysis

Indexed keywords

ARTICLE; COMPARATIVE STUDY; HUMAN; METHODOLOGY; MOVEMENT PERCEPTION; PHOTOSTIMULATION; PHYSIOLOGY; PSYCHOPHYSICS; STATISTICAL MODEL; TASK PERFORMANCE;

EID: 84870277263     PISSN: None     EISSN: 15347362     Source Type: Journal    
DOI: 10.1167/12.11.26     Document Type: Article
Times cited : (176)

References (46)
  • 1
    • 0003535936 scopus 로고    scopus 로고
    • (2nd ed.). Hoboken, NJ: John Wiley & Sons
    • Agresti, A. (2002). Categorical data analysis (2nd ed.). Hoboken, NJ: John Wiley & Sons.
    • (2002) Categorical data analysis
    • Agresti, A.1
  • 2
    • 0000501656 scopus 로고
    • Information theory and an extension of maximum likelihood principle
    • B. N. Petrov, & F. F. Csáki, (Eds.) Budapest, Hungary: Akadémiai Kiadó
    • Akaike, H. (1973). Information theory and an extension of maximum likelihood principle. In B. N. Petrov, & F. F. Csáki, (Eds.), Proceedings of the 2nd International Symposium on Information Theory (pp. 267-281). Budapest, Hungary: Akadémiai Kiadó.
    • (1973) Proceedings of the 2nd International Symposium on Information Theory , pp. 267-281
    • Akaike, H.1
  • 3
    • 77952026461 scopus 로고    scopus 로고
    • Estimating multilevel logistic regression models when the number of clusters is low: A comparison of different statistical software procedures
    • Austin, P. C. (2010). Estimating multilevel logistic regression models when the number of clusters is low: A comparison of different statistical software procedures. The International Journal of Biostatistics, 6(1), 16.
    • (2010) The International Journal of Biostatistics , vol.6 , Issue.1 , pp. 16
    • Austin, P.C.1
  • 4
    • 54049133744 scopus 로고    scopus 로고
    • Mixed-effects modeling with crossed random effects for subjects and items
    • Baayen, R. H., Davidson, D. J., & Bates, D. M. (2008). Mixed-effects modeling with crossed random effects for subjects and items. Journal of Memory and Language, 59, 390-412.
    • (2008) Journal of Memory and Language , vol.59 , pp. 390-412
    • Baayen, R.H.1    Davidson, D.J.2    Bates, D.M.3
  • 8
    • 0039296386 scopus 로고    scopus 로고
    • Random effect threshold models for dose-response relationships with repeated measurements
    • Brockhoff, P. M., & Müller, H.-G. (1997). Random effect threshold models for dose-response relationships with repeated measurements. Journal of Royal Statistical Society B, 59(2), 431-446.
    • (1997) Journal of Royal Statistical Society B , vol.59 , Issue.2 , pp. 431-446
    • Brockhoff, P.M.1    Müller, H.-G.2
  • 11
    • 0032371163 scopus 로고    scopus 로고
    • Signal detection theory and generalized linear models
    • DeCarlo, L. T. (1998). Signal detection theory and generalized linear models. Psychological Methods, 3, 186-205.
    • (1998) Psychological Methods , vol.3 , pp. 186-205
    • DeCarlo, L.T.1
  • 12
    • 77952423931 scopus 로고    scopus 로고
    • On the statistical and theoretical basis of signal detection theory and extensions: Unequal variance, random coefficient and mixture models
    • DeCarlo, L. T. (2010). On the statistical and theoretical basis of signal detection theory and extensions: Unequal variance, random coefficient and mixture models. Journal of Mathematical Psychology, 54, 304-313.
    • (2010) Journal of Mathematical Psychology , vol.54 , pp. 304-313
    • DeCarlo, L.T.1
  • 13
    • 70449428028 scopus 로고    scopus 로고
    • Performance of analytical methods for overdispersed counts in cluster randomized trials: Sample size, degree of clustering and imbalance
    • Durán Pacheco, G., Hattendorf, J., Colford, J. M. Jr, Maüsezahl, D., & Smith, T. (2009). Performance of analytical methods for overdispersed counts in cluster randomized trials: Sample size, degree of clustering and imbalance. Statistics in Medicine, 28(24), 2989-3011.
    • (2009) Statistics in Medicine , vol.28 , Issue.24 , pp. 2989-3011
    • Durán Pacheco, G.1    Hattendorf, J.2    Colford Jr., J.M.3    Maüsezahl, D.4    Smith, T.5
  • 15
    • 84923818429 scopus 로고
    • Better bootstrap confidence intervals (with discussion)
    • Efron, B. (1987). Better bootstrap confidence intervals (with discussion). Journal of American Statistical Association, 82, 171-200.
    • (1987) Journal of American Statistical Association , vol.82 , pp. 171-200
    • Efron, B.1
  • 16
    • 0037529425 scopus 로고    scopus 로고
    • Confidence intervals for the 50 per cent response dose
    • Faraggi, D., Izikson, P., & Reiser, B. (2003). Confidence intervals for the 50 per cent response dose. Statistics in Medicine, 22(12), 1977-1988.
    • (2003) Statistics in Medicine , vol.22 , Issue.12 , pp. 1977-1988
    • Faraggi, D.1    Izikson, P.2    Reiser, B.3
  • 17
    • 0000266913 scopus 로고    scopus 로고
    • Bootstrap estimates of the statistical accuracy of thresholds obtained from psychometric functions
    • Foster, D. H., & Bischof, W. F. (1997). Bootstrap estimates of the statistical accuracy of thresholds obtained from psychometric functions. Spatial Vision, 11, 135-139.
    • (1997) Spatial Vision , vol.11 , pp. 135-139
    • Foster, D.H.1    Bischof, W.F.2
  • 19
    • 80052628473 scopus 로고    scopus 로고
    • Inference for psychometric functions in the presence of nonstationary behavior
    • doi:10.1167/11.6.16
    • Fründ, I., Haenel, N. V., & Wichmann, F. A. (2011). Inference for psychometric functions in the presence of nonstationary behavior. Journal of Vision, 11(6):16, 1-19, http://www.journalofvision.org/ content/11/6/16, doi:10.1167/11.6.16.
    • (2011) Journal of Vision , vol.11 , Issue.6 , pp. 1-19
    • Fründ, I.1    Haenel, N.V.2    Wichmann, F.A.3
  • 20
    • 0039862130 scopus 로고    scopus 로고
    • Improved approximations for multilevel models with binary responses
    • Goldstein, H., & Rasbash, J. (1996). Improved approximations for multilevel models with binary responses. Journal of the Royal Statistical Society A, 159, 505-513.
    • (1996) Journal of the Royal Statistical Society A , vol.159 , pp. 505-513
    • Goldstein, H.1    Rasbash, J.2
  • 21
    • 77749249761 scopus 로고    scopus 로고
    • MCMC methods for multiresponse generalized linear mixed models: The MCMCglmm R package
    • Hadfield, J. D. (2010). MCMC methods for multiresponse generalized linear mixed models: The MCMCglmm R package. Journal of Statistical Software, 33(2), 1-22.
    • (2010) Journal of Statistical Software , vol.33 , Issue.2 , pp. 1-22
    • Hadfield, J.D.1
  • 22
    • 34347273771 scopus 로고    scopus 로고
    • Multilevel models for the experimental psychologist: Foundations and illustrative examples
    • Hoffman, L., & Rovine, M. J. (2007). Multilevel models for the experimental psychologist: Foundations and illustrative examples. Behavior Research Methods, 39(1), 101-117.
    • (2007) Behavior Research Methods , vol.39 , Issue.1 , pp. 101-117
    • Hoffman, L.1    Rovine, M.J.2
  • 24
    • 0011005108 scopus 로고    scopus 로고
    • The median lethal dose-design and estimation
    • Kelly, G. (2001). The median lethal dose-design and estimation. The Statistician, 50(1), 41-50.
    • (2001) The Statistician , vol.50 , Issue.1 , pp. 41-50
    • Kelly, G.1
  • 25
    • 0035522454 scopus 로고    scopus 로고
    • Measuring, estimating, and understanding the psychometric function: A commentary
    • Klein, S. A. (2001). Measuring, estimating, and understanding the psychometric function: A commentary. Perception & Psychophysics, 63(8), 1421- 145.
    • (2001) Perception & Psychophysics , vol.63 , Issue.8 , pp. 1421-2145
    • Klein, S.A.1
  • 27
    • 27244432982 scopus 로고    scopus 로고
    • Bayesian inference for psychometric functions
    • doi:10.1167/5.5. 8
    • Kuss, M., Jäkel, F., & Wichmann, F. A. (2005). Bayesian inference for psychometric functions. Journal of Vision, 5(5):8, 478-492, http://www. journalofvision.org/content/5/5/8, doi:10.1167/5.5. 8.
    • (2005) Journal of Vision , vol.5 , Issue.5 , pp. 478-492
    • Kuss, M.1    Jäkel, F.2    Wichmann, F.A.3
  • 28
    • 0025344466 scopus 로고
    • Confidence intervals for the parameters of psychometric functions
    • Maloney, L. T. (1990). Confidence intervals for the parameters of psychometric functions. Perception & Psychophysics, 47, 127-134.
    • (1990) Perception & Psychophysics , vol.47 , pp. 127-134
    • Maloney, L.T.1
  • 29
    • 33646859908 scopus 로고    scopus 로고
    • Combined permutation test and mixed-effect model for group average analysis in fMRI
    • Mériaux, S., Roche, A., Dehaene-Lambertz, G., Thirion, B., & Poline, J. B. (2006). Combined permutation test and mixed-effect model for group average analysis in fMRI. Human Brain Mapping, 27(5), 402-410.
    • (2006) Human Brain Mapping , vol.27 , Issue.5 , pp. 402-410
    • Mériaux, S.1    Roche, A.2    Dehaene-Lambertz, G.3    Thirion, B.4    Poline, J.B.5
  • 31
    • 24944468273 scopus 로고    scopus 로고
    • Saccadic eye movements cause compression of time as well as space
    • Morrone, M. C., Ross, J., & Burr, D. (2005). Saccadic eye movements cause compression of time as well as space. Nature Neuroscience, 8(7), 950-954.
    • (2005) Nature Neuroscience , vol.8 , Issue.7 , pp. 950-954
    • Morrone, M.C.1    Ross, J.2    Burr, D.3
  • 32
    • 80051623768 scopus 로고    scopus 로고
    • The weight of time: Gravitational force enhances discrimination of visual motion duration
    • doi:10.1167/11.4.5
    • Moscatelli, A., & Lacquaniti, F. (2011). The weight of time: Gravitational force enhances discrimination of visual motion duration. Journal of Vision, 11(4): 5, 1-17, http://www.journalofvision.org/content/ 11/4/5, doi:10.1167/11.4.5.
    • (2011) Journal of Vision , vol.11 , Issue.4 , pp. 1-17
    • Moscatelli, A.1    Lacquaniti, F.2
  • 33
    • 79953827004 scopus 로고    scopus 로고
    • Time perception of action photographs is more precise than that of still photographs
    • Moscatelli, A., Polito, L., & Lacquaniti, F. (2011). Time perception of action photographs is more precise than that of still photographs. Experimental Brain Research, 210(1), 25-32.
    • (2011) Experimental Brain Research , vol.210 , Issue.1 , pp. 25-32
    • Moscatelli, A.1    Polito, L.2    Lacquaniti, F.3
  • 34
    • 43449125920 scopus 로고    scopus 로고
    • The effect of predictability on subjective duration
    • doi:10.1371/journal.pone.0001264
    • Pariyadath, V., & Eagleman, D. (2007). The effect of predictability on subjective duration. PLoS One, 2(11), e1264, doi:10.1371/journal.pone.0001264.
    • (2007) PLoS One , vol.2 , Issue.11
    • Pariyadath, V.1    Eagleman, D.2
  • 36
    • 55649085770 scopus 로고    scopus 로고
    • Example of mixed-effects modeling with crossed random effects and with binomial data
    • Quené, H., & van den Bergh, H. (2008). Example of mixed-effects modeling with crossed random effects and with binomial data. Journal of Memory and Language, 59, 413-425.
    • (2008) Journal of Memory and Language , vol.59 , pp. 413-425
    • Quené, H.1    van den Bergh, H.2
  • 37
    • 84875374356 scopus 로고    scopus 로고
    • R Development Core Team. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria
    • R Development Core Team. (2012). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria, http://www.R-project.org/.
    • (2012)
  • 38
    • 0000387583 scopus 로고
    • On general laws and the meaning of measurement in psychology
    • Contributions to Biology and Problems of Medicine, J. Neyman & C. A. Berkeley (Eds.) Berkeley, CA: University of California Press
    • Rasch, G. (1961). On general laws and the meaning of measurement in psychology. In J. Neyman & C. A. Berkeley (Eds.), Proceedings of the Fourth Berkeley Symposium on Mathematics, Statistics, and Probability, Volume 4: Contributions to Biology and Problems of Medicine (pp. 321-333). Berkeley, CA: University of California Press.
    • (1961) Proceedings of the Fourth Berkeley Symposium on Mathematics, Statistics, and Probability , vol.4 , pp. 321-333
    • Rasch, G.1
  • 40
    • 0002062528 scopus 로고
    • An introduction to bootstrap methods
    • J. Fox, & J. S. Long (Eds.) Newbury Park, CA: Sage
    • Stine, R. (1990). An introduction to bootstrap methods. In J. Fox, & J. S. Long (Eds.), Modern methods of data analysis (pp. 325-373). Newbury Park, CA: Sage.
    • (1990) Modern methods of data analysis , pp. 325-373
    • Stine, R.1
  • 41
    • 0029131812 scopus 로고
    • Adaptive psychophysical procedures
    • Treutwein, B. (1995). Adaptive psychophysical procedures. Vision Research, 35(17), 2503-22.
    • (1995) Vision Research , vol.35 , Issue.17 , pp. 2503-2522
    • Treutwein, B.1
  • 42
    • 0035525265 scopus 로고    scopus 로고
    • The psychometric function. I. Fitting, sampling and goodness-of-fit
    • Wichmann, F. A., & Hill, N. J. (2001a). The psychometric function. I. Fitting, sampling and goodness-of-fit. Perception & Psychophysics, 63(8), 1293-1313.
    • (2001) Perception & Psychophysics , vol.63 , Issue.8 , pp. 1293-1313
    • Wichmann, F.A.1    Hill, N.J.2
  • 43
    • 0035522548 scopus 로고    scopus 로고
    • The psychometric function. II. Bootstrap-based confidence intervals and sampling
    • Wichmann, F. A., & Hill, N. J. (2001b). The psychometric function. II. Bootstrap-based confidence intervals and sampling. Perception & Psychophysics, 63(8), 1314-1329.
    • (2001) Perception & Psychophysics , vol.63 , Issue.8 , pp. 1314-1329
    • Wichmann, F.A.1    Hill, N.J.2
  • 44
    • 33645643366 scopus 로고    scopus 로고
    • 10 Hz flicker improves recognition memory in older people
    • Williams, J., Ramaswamy, D., & Oulhaj, A. (2006). 10 Hz flicker improves recognition memory in older people. BMC Neuroscience, 5, 7-21.
    • (2006) BMC Neuroscience , vol.5 , pp. 7-21
    • Williams, J.1    Ramaswamy, D.2    Oulhaj, A.3
  • 46
    • 80051792409 scopus 로고    scopus 로고
    • On fitting generalized linear mixed-effects models for binary responses using different statistical packages
    • (Accessed October 9, 2012). Epub ahead of print. Internet site
    • Zhang, H., Lu, N., Feng, C., Thurston, S. W., Xia, Y., Zhu, L., et al. (2011). On fitting generalized linear mixed-effects models for binary responses using different statistical packages. Statistics in Medicine. Epub ahead of print. Internet site: http:// onlinelibrary.wiley.com/doi/10.1002/sim.4265/full (Accessed October 9, 2012).
    • (2011) Statistics in Medicine
    • Zhang, H.1    Lu, N.2    Feng, C.3    Thurston, S.W.4    Xia, Y.5    Zhu, L.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.