Overview
If dealing with several uncertain values, it may be useful to represent them as an uncertain dataset. This way, one may trivially, for example, compute statistics for a dataset consisting of samples with different types of uncertainties.
Uncertain index datasets and data value datasets¶
There are three main types of uncertain datasets:
- UncertainIndexDatasets contain uncertain indices.
- UncertainValueDatasets contain uncertain data values.
- UncertainIndexValueDatasets represent datasets for which both the indices and the data values are uncertain. It uses
UncertainIndexDataset
s to represent the indices andUncertainValueDataset
s to represent the data values.
Generic dataset type¶
There's also a generic uncertain dataset type for when you don't care about distinguishing between indices and data values:
- UncertainDataset contains uncertain indices.