In: Statistics and Probability
Neurofibromatosis Type 1 (NF1) is a human genetic disorder. As well as physical symptoms, affected children often suffer from impaired cognition and learning. A cognitive task that involves solving a puzzle is administered to a group of children. For each child the time taken (in seconds) to solve the task is recorded.
It is not known whether there is any suitable parametric model for the times so we will investigate non-parametric methods.
1. Calculate appropriate summary statistics and thus give the
parameters for a normal distribution that may be applicable to
these data.
2. Using the observed data, calculate the empirical distribution function. Plot the empirical distribution function and the CDF of the normal distribution described in (a) on a single graph.
3. Do you think the normal distribution is an appropriate model for the data? Justify your answer.
It is known that the mean time to solve the puzzle in healthy control children is 60 seconds.
The data for the observed times ?? taken by 57 children with NF1 are:
ID | yi |
1 | 51 |
2 | 60 |
3 | 75 |
4 | 43 |
5 | 92 |
6 | 72 |
7 | 49 |
8 | 39 |
9 | 62 |
10 | 127 |
11 | 51 |
12 | 75 |
13 | 69 |
14 | 59 |
15 | 25 |
16 | 58 |
17 | 95 |
18 | 63 |
19 | 91 |
20 | 63 |
21 | 32 |
22 | 50 |
23 | 108 |
24 | 41 |
25 | 93 |
26 | 43 |
27 | 74 |
28 | 50 |
29 | 55 |
30 | 60 |
31 | 62 |
32 | 91 |
33 | 79 |
34 | 71 |
35 | 85 |
36 | 86 |
37 | 78 |
38 | 100 |
39 | 146 |
40 | 62 |
41 | 134 |
42 | 41 |
43 | 40 |
44 | 51 |
45 | 68 |
46 | 59 |
47 | 59 |
48 | 38 |
49 | 66 |
50 | 79 |
51 | 111 |
52 | 69 |
53 | 68 |
54 | 110 |
55 | 69 |
56 | 62 |
57 | 91 |