ANOVA
ANOVA (ANalysis Of VAriance) is a statistical technique commonly seen in radiology research.
ANOVA analyzes are conceptually similar to the student t-test, but involve comparison of multiple groups at once. The alternative to an ANOVA would be multiple head-to-head t-tests, but this would likely prove much more costly and time consuming, and the risk of encountering a type I error increases, the more studies are performed.
There are different types of ANOVA, useful in different situations
- one-way ANOVA: testing to see if any group is different than the mean
- factorial ANOVA: testing subgroups within groups to see if there are interactions between subgroups
- repeated measures ANOVA: data is gathered on the same sample twice (e.g. before and after)
- multivariate ANOVA (MANOVA): two or more dependent variables can be analyzed
ANOVAs are generally performed with the appropriate computer software.