Speaker
Taeer Weiss
Description
The Cramér–Rao bound (CRB), a common measure of performance estimation, which expresses
a lower bound on the variance of unbiased estimators of an unknown parameter,
represents the case of estimating “no rain” by R ̂=0, i.e. one step estimation.
Commonly, rain estimation is performed in two steps:
- Detection, model selection
- Estimation of selected model parameters
We propose a performance evaluation measure for the two steps estimation case.
This performance evaluation measure takes into account estimation errors of the true model parameters, miss detection errors caused when choosing the wrong model and thus not estimating the true parameters, and false alarm errors caused when choosing the wrong model and thus estimating wrong parameters.
Primary author
Taeer Weiss
Co-authors
Prof.
Hagit Messer-Yaron
Dr
Tirza Routtenberg