Searches for periodicity in time series are often done with models of periodic signals, whose statistical significance is assessed via false alarm probabilities or Bayes factors. However, a statistically significant model might not originate from strictly source. In astronomy particular, one expects transient signals that show certain amount before vanishing. This situation encountered instance...