
Simple Random Sampling ✓¶
Selecting a sample by simple random sampling requires you to specify the study area and a sample size.
- Start by running the Sampling Design script in the Scripts pane.
- In the first entry box Specify an image ID and sampling scheme, specify a map that defines the study area. Because you are not using strata or clusters, the contents of the map does not matter.
- Under Specify band if a multi-band map (if not, specify 1): if you are using a map that contains multiple bands, specify which band you want to use to define the study area. Otherwise, just specify “1”.
- If the map has a no-data value or if you want to exclude a certain value in the map when defining the study area, specify the value in Specify no data value.
- Click Load image – the map should be displayed in the image pane.
- Under Select a sampling scheme, select Simple Random
- Under Determine sample size, you can either specify an arbitrary sample size or determine the sample size by specifying a target standard error of the anticipated overall accuracy of the map that is being assessed.
- If specifying arbitrary sample size
- If choosing to specify an arbitrary sample size, simply add a number under Specify sample size.
- Click Create sample.
- If specifying a target precision
- To determine the sample size required to meet a certain target standard error of the overall accuracy, first specify the anticipated overall accuracy of the map you are assessing under Specify anticipated overall accuracy (0-1)
- Then Specify target standard error of overall accuracy (0-1) and click Calculate sample size – the sample size is calculated using Equation 12 in [1] which is derived from Equation 4.2 in [2].
- Click Create sample.
- To view, the sample in the Display pane, click Add to map
- To export the sample, click Export sample and select the desired file format.
[1] | Olofsson, P., Foody, G. M., Herold, M., Stehman, S. V., Woodcock, C. E., & Wulder, M. A. (2014). Good practices for estimating area and assessing accuracy of land change. Remote Sensing of Environment, 148, 42-57. |
[2] | Cochran, W. G. (1977). Sampling techniques. John Wiley & Sons. |