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  • December 17 and 18, 2007
  • Mellon Auditorium, Tepper Business School, Carnegie Mellon University

    • This workshop is sponsored by The Pittsburgh Mind-Body Center and the
    Center for Interdisciplinary Research on Teams at the Tepper School of Business,
    Carnegie Mellon University.
    Prerequisites: Participants should have a working knowledge of multiple linear and logistic
    regression. At the end of each day, Professor Hedeker will supervise a computer lab for
    participants who would like some hands-on experience running mixed models statistical
    programs. If you would like to participate in this part of the workshop, you will need to bring
    a personal laptop equipped with either SPSS or SAS.
    Vist Donald Hedeker's web-page . . .
    Donald Hedeker, Ph.D.

    Donald Hedeker is a Professor of Biostatistics in the
    School of Public Health. He received his Ph.D. in Quantitative Psychology from The University of Chicago in 1989.

     
    .
    PDF Files, Datasets, Examples, and Programs for this workshop can be found here:
    http://www.uic.edu/~hedeker/ml.html

    Monday, December 17, 2007:
     
    8:30 - 
    		   9:00 Registration
    9:00 - 
    		 10:30 A. Analysis of Clustered Data
    Click here to download or listen to Audio . . . (MP3 File, 85 minutes, 40MB)
    10:30 - 
    		 10:45  Refreshment Break
    10:45 - 
    		 11:30 Case Study:  Analysis of Output; Discussion of Results
    Click here to download or listen to Audio . . . (MP3 File, 39 minutes, 18MB)
    11:30 - 
    		 12:30 Lunch
    12:30 - 
    		   2:00 B. Mixed Models for Longitudinal Continuous Data
    Click here to download or listen to Audio . . . (MP3 File, 88 minutes, 41MB)
    2:00 - 
    		   2:15 Refreshment Break
    2:15 - 
    		   3:00 Case Study:  Analysis of Output; Discussion of Results
    3:00 - 
    		   3:45 Time-Varying Covariates - WS and BS Effects
    Click here to download or listen to Audio . . . (MP3 File, 83 minutes, 39MB)
    3:45 - 
    		   4:00 Break
    4:00 - 
    		   4:45 Running an Example: SPSS/PROC MIXED

    Tuesday, December 18, 2007:
     
    8:30 - 
    		   9:00 Registration
    9:00 - 
    		 10:30 C. Mixed Models for Longitudinal Dichotomous Data
    Click here to download or listen to Audio . . . (MP3 File, 88 minutes, 41MB)
    10:30 - 
    		 10:45 Refreshment Break
    10:45 - 
    		 11:15 Case Study:  Analysis of Output; Discussion of Results
    11:15 - 
    		 12:00 Random Intercept and Trend Models for Dichotomous Data
    Click here to download or listen to Audio . . . (MP3 File, 73 minutes, 34MB)
    11:15 - 
    		 12:00 Lunch
    1:00 - 
    		   2:15 D. Missing Data in Longitudinal Studies:
    Mixed-Effects, Pattern-Mixture and Selection Models
    Click here to download or listen to Audio . . . (MP3 File, 70 minutes, 33MB)
    2:15 - 
    		   2:30 Refreshment Break
    2:30 - 
    		   3:15 Case Study:  Analysis of Output; Discussion of Results
    Click here to download or listen to Audio . . . (MP3 File, 42 minutes, 20MB)
    3:15 - 
    		   3:30 Break
    3:30 - 
    		   4:30 Running an Example: SPSS/PROC MIXED & SAS NLMIXED

    The following references are recommended for background reading:
    (Website - http://www.uic.edu/classes/bstt/bstt513/pubs.htm)
    Analysis of Clustered Data
    Hedeker, D., Gibbons, R. D., & Flay, B. R, (1994). Random-effects regression models
    far clustered data: with an example from smoking prevention research. Journal of
    Consulting and Clinical Psychology, 62, 757-765.View Adobe .pdf File . . .
    Longitudinal Continuous Data
    Hedeker, D. (2004). An introduction to growth modeling. In D. Kaplan (Ed.), The Sage
    Handbook of Quantitative Methodology for the Social Sciences (pp. 215-234).
    Sage Publications, Thousand Oaks, CA.View Adobe .pdf File . . .
    Longitudinal Dichotomos Data
    Hedeker, D. (2005). Generalized linear mixed models. In B. Everitt & D. Howell (Eds.),
    Encyclopedia of Statistics in Behavioral Science. Wiley, New York.View Adobe .pdf File . . .
    Missing Data in Longitudinal Studies
    Hedeker, D., & Gibbons, R. D. (1997). Application of random-effects pattern-mixture
    models for missing data in longitudinal studies. Psychological Methods, 2, 64-78.View Adobe .pdf File . . .

    *Note: Workshop participants might be interested in purchasing Professor Hedeker's book:
    Hedeker, D. & Gibbons, R. (2006). Longitudinal Data Analysis. Wiley


    pdf Version of Flyerpdf Version of SchedulePMBC Events Page
      Revised 12/20/2007  tc/gp/la

     

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