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

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