The main purpose of this study is to propose an innovative methodology to forecast the cumulative probability of future larger earthquakes for any given magnitude. It is based on applying an innovative approach to explicitly incorporate the logarithmic mean annual seismicity rate and its standard deviation, replacing the conventional Gutenberg-Richter (G-R) relation, which is only expressed by the arithmetic mean. The new representation of the G-R relation can provide the median annual seismicity rate and upper and lower bounds of recurrence time period for future larger earthquakes in different regions of Taiwan. Subsequently, the logarithmic mean is found to have a more wellbehaved lognormal distribution. The selected crustal earthquake data for 3.0 B Mw B 5.0 are used to obtain alternative GutenbergRichter relations for different regions. The results are as follows: log10 N 1/4 5: 74 1: 07Mw o 0: 18 thorn 0: 12Mwthorn in and Taiwan; log10 N 1/4 5: 08 1: 07Mw o0: 23 thorn 0: 05Mwthorn for northeastern Taiwan offshore; log10 N 1/4 5: 48 0: 95Mw o 0: 32 thorn 0: 14Mwthorn for eastern Taiwan offshore; log10 N 1/4 4: 57 0: 84Mw o0: 07 thorn 0: 07Mwthorn for southeastern Taiwan offshore. These results can be used for preventing and mitigating seismic hazards.