A computing system and platform includes an event subsample processor and a risk item subsample processor to generate approximations when undertaking processing to model complex events in order to minimize CPU, memory and storage overhead. The event subsample processor approximates values associated with events based on a measure of the importance of select events; the risk item subsample processor groups similar event/risk item pairs and approximates values using representatives from each group.