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Longitudinal Data Analysis with Discrete and Continuous Responses using Proc Mixed Part 2: General Linear Mixed Model

2. . These notes are based on a 3-day course taught by SAS Institute. Part 1: Introduction to Longitudinal Analysis

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Longitudinal Data Analysis with Discrete and Continuous Responses using Proc Mixed Part 2: General Linear Mixed Model

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    1. 1

    2. 2 These notes are based on a 3-day course taught by SAS Institute. Part 1: Introduction to Longitudinal Analysis & Exploratory Analysis ? Part 2: General Linear Mixed Model& Evaluating Covariance Structures Part 3: Model Development and Interpretation Part 4: Random Coefficient Models Part 5: Model Assessment Part 6: Generalized Linear Models & Generalized Linear Mixed Models

    3. 3

    4. 4 General Linear Mixed Model

    5. 5 Fixed and Random Effects

    6. 6 Model Assumptions in PROC Mixed

    7. 7 Linear Mixed Models for Longitudinal Data

    8. 8 Linear Mixed Models for Longitudinal Data

    9. 9 Estimation in Mixed Models

    10. 10 Estimation in General Linear Models versus Mixed Models

    11. 11 ML versus REML

    12. 12 Mixed Procedure

    13. 13 Block-Diagonal Covariance Matrix

    14. 14 Selecting the Appropriate Covariance Structure

    15. 15 Variance Component (VC) or Simple

    16. 16 Compound Symmetry

    17. 17 Unstructured Covariance

    18. 18 First-order Autoregressive AR(1)

    19. 19 Toeplitz

    20. 20 Spatial Power

    21. 21 Spatial Gaussian

    22. 22 Fitting a Longitudinal Model in PROC MIXED

    23. 23 Fitting a Longitudinal Model in PROC MIXED

    24. 24 Fitting a Longitudinal Model in PROC MIXED

    25. 25 Summary of Exploratory Data Analysis

    26. 26 1st 25 Observations of CD4+ Data

    27. 27 Cubic Relationship with Time

    28. 28 Time-Cigarette Interaction

    29. 29 Relating Baseline Counts & Baseline Cigarette Use

    30. 30 Relating Change in Counts & Change in Partners

    31. 31 Fitting a Longitudinal Model in PROC MIXED

    32. 32 Fitting a Longitudinal Model in PROC MIXED

    33. 33 Fitting a Longitudinal Model in PROC MIXED

    34. 34 Fitting a Longitudinal Model in PROC MIXED

    35. 35 Fitting a Longitudinal Model in PROC MIXED

    36. 36 Fitting a Longitudinal Model in PROC MIXED

    37. 37 Fitting a Longitudinal Model in PROC MIXED

    38. 38 Fitting a Longitudinal Model in PROC MIXED

    39. 39 Fitting a Longitudinal Model in PROC MIXED

    40. 40 Fitting a Longitudinal Model in PROC MIXED

    41. 41 Fitting a Longitudinal Model in PROC MIXED

    42. 42 Fitting a Longitudinal Model in PROC MIXED

    43. 43 Fitting a Longitudinal Model in PROC MIXED

    44. 44 Fitting a Longitudinal Model in PROC MIXED

    45. 45 Fitting a Longitudinal Model in PROC MIXED

    46. 46 Fitting a Longitudinal Model in PROC MIXED

    47. 47 Fitting a Longitudinal Model in PROC MIXED

    48. 48 Fitting a Longitudinal Model in PROC MIXED

    49. 49 Evaluating Covariance Structures

    50. 50 Evaluating Covariance Structures

    51. 51 Evaluating Covariance Structures

    52. 52 Evaluating Covariance Structures

    53. 53 Evaluating Covariance Structures

    54. 54 Evaluating Covariance Structures

    55. 55 Evaluating Covariance Structures

    56. 56 Evaluating Covariance Structures

    57. 57 Evaluating Covariance Structures

    58. 58 Evaluating Covariance Structures

    59. 59 Evaluating Covariance Structures

    60. 60 Evaluating Covariance Structures

    61. 61 Evaluating Covariance Structures

    62. 62 Evaluating Covariance Structures

    63. 63 Evaluating Covariance Structures

    64. 64 Evaluating Covariance Structures

    65. 65 Evaluating Covariance Structures

    66. 66 Evaluating Covariance Structures

    67. 67 Evaluating Covariance Structures

    68. 68 Evaluating Covariance Structures

    69. 69 Evaluating Covariance Structures

    70. 70 Evaluating Covariance Structures

    71. 71 Evaluating Covariance Structures

    72. 72 Evaluating Covariance Structures

    73. 73 Evaluating Covariance Structures

    74. 74 Evaluating Covariance Structures

    75. 75 Evaluating Covariance Structures

    76. 76 Evaluating Covariance Structures

    77. 77 Evaluating Covariance Structures

    78. 78 Evaluating Covariance Structures

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