Methods and systems are provided for constructing knowledge graphs and their underlying ontologies from scratch and dynamically updating them based on one or more event streams corresponding to a given knowledge domain by utilizing probabilistic cardinalities corresponding to entities associated to timestamped events from observed event streams. Snapshots of the knowledge graph at a select past time are provided, as are time series forecasts up to a select future time on entities of a relevant ontology.