Recognizing the tsunamigenic potential of an earthquake presents a challenge in the context of studies devoted to early warnings of tsunami events. In this paper, we show the feasibility of discriminating between tsunamigenic and non-tsunamigenic earthquakes by analyzing seismograms on the basis...