Where giant earthquakes may come

Giant earthquakes ($M_W \geq 8.5$) usually occur on the boundary between subducting and overriding plates of converging margins, but it is not yet clear which (if any) subduction zones are more prone to produce such a kind of events. Here we show that subduction zones may have different capabilities to produce giant earthquakes. We analyze the frequency-magnitude distribution of the interplate earthquakes at subduction zones that occurred during 1976-2007, and calculate the propensity (defined as the average annual rate) of giant events for about half of the subduction zones. We find that the $b$-value of interplate earthquakes is significantly different among the subduction zones, and out-of-sample giant earthquakes (before 1976 and after 2007) have occurred preferentially in high propensity areas. Besides the importance for seismic hazard assessment and risk mitigation, our results seems to indicate that a higher seismicity rate does not necessarily implies a higher likelihood to generate giant earthquakes, and the way in which the stress is released at subduction interface does not change significantly after the occurrence of such events.