You can select an event in the Open Problems widget in the Homepage. You can also enter Problems in the search bar and select an event from the list.
Select a particular event and click Archive.
Select Disable all events of this type in future for and select an entity or all entities.
The changes made in severity, tags, or inclusion/exclusion rules will reflect for the future events. The existing events continue to show the old configuration.