Missing-Data-in-R/index.Rmd at main · kylelang/Missing-Data-in-R · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
---
title: "Missing Data in R"
subtitle: "Utrecht University Winter School"
output:
  flexdashboard::flex_dashboard:
    orientation: columns
    vertical_layout: scroll
---

# Missing Data Basics

## Column 1

### Lecture Slides

- [Missing Data Mechanisms](lectures/1_basics/mechanisms.pdf)
- [Simple Missing Data Treatments](lectures/1_basics/treatments.pdf)

### R Demonstration

- [Demo Script 1: Missing Data Descriptives](demos/1_basics/descriptives.R)
- [Suggested Solutions: Missing Data Descriptives](demos/1_basics/descriptives_solutions.R)

### R Lab

- [Lab 1: Missing Data Basics](labs/1_basics/basics.html)
- [Lab 1 Solutions](labs/1_basics/basics_solutions.html)

<!----------------------------------------------------------------------------->

# Multiple Imputation

## Column 1

### Lecture Slides

- [Univariate MI](lectures/2_mi/univariate_mi.pdf)
- [Multivariate MI](lectures/2_mi/multivariate_mi.pdf)
- [MI Diagnostics](lectures/2_mi/diagnostics.pdf)

### R Demonstration

- [Demo Script 2: MI](demos/2_mi/mi.R)

### R Labs

#### Exercises

- [Lab2a: MI Fundamentals](labs/2_mi/mi_fundamentals.html)
- [Lab2b: Passive Imputation](labs/2_mi/passive_imputation.html)
- [Lab2c: MI Workflows](labs/2_mi/mi_workflows.html)

#### Solutions

- [Lab2a Solutions](labs/2_mi/mi_fundamentals_solutions.html)
- [Lab2b Solutions](labs/2_mi/passive_imputation_solutions.html)
- [Lab2c Solutions](labs/2_mi/mi_workflows_solutions.html)

<!-----------------------------------------------------------------------------

# Full Information Maximum Likelihood

## Column 1

### Lecture Slides

- [FIML](lectures/3_fiml/fiml.pdf)
- [ML Example](lectures/3_fiml/ml_example.pdf)

### R Demonstration

- [Demo Script 3: FIML](demos/3_fiml/fiml_demo.R)

### R Lab

- [Lab 3: FIML](labs/3_fiml/fiml.html)
- [Lab 3 Solutions](labs/3_fiml/fiml_solutions.html)

------------------------------------------------------------------------------->