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