data3 {MethodCompare} | R Documentation |
Simulated dataset 3
Description
In the simulated dataset 3, each subject has 1 to 5 measurement values from the new method and 10 to 15 measurement values from the reference method. Compared to the reference method, the new method has differential bias of 3 and proportional bias of 0.9. Variance of the new method is larger than that for the reference method.
Usage
data3
Format
An object of class data.frame
with 1250 rows and 3 columns.
Details
@format A data frame with three variables:
id
identification number for subjects
y1
values from the new measurement method
y2
values from the reference measurement method
Dataset 3 was created based on the following equations:
y_{1ij}=3+0.9x_{i}+\varepsilon_{1ij}, \varepsilon_{1ij} \mid x_i \sim N(0,(2+0.06x_i)^2)
y_{2ij}=x_i+\varepsilon_{2ij},\varepsilon_{2ij} \mid x_i\sim N(0,(1+0.01x_i)^2)
x_i\sim Uniform[10-40]
for i = 1, 2, \ldots, 100
, j=1,2,\ldots,n_{1i} / n_{2i}
and
the number of repeated measurements for each subject i
from the new and reference method was n_{1i} \sim Uniform[1-5]
and
n_{2i} \sim Uniform[10-15]
respectively.