TABLE 2.
Comparison of parameters used needed for different methods
Wavelet | VT | T-test | χ2 |
---|---|---|---|
Prefilter rank | Prefilter rank | Prefilter rank | |
Dyadic scale range | Window size | Window size | Step joining range |
Threshold level | Threshold level | Threshold level | Number of steps |
For rough guidance, the ease with which a given parameter can be optimally set is represented by shading (darker shading represents parameters which are harder to set). The more sensitive the method to a given parameter, the harder it is to set optimally. Note that the easiest parameters to set are the number of steps for the χ2 method (where robust guidance for setting the parameter is available) and the dyadic scale range for the wavelet method (since the method is not very sensitive to this setting). On the other hand, optimally setting thresholds for the wavelet, VT, and t-test methods is difficult, especially when little a priori knowledge about the data is available.