I have added some events category to the menu and when

I have added some events category to the menu and when I select it and then browse to the next/previous month, the display is no longer of the category I had selected but for all the events in the calendar.
is there a way to use the events category in a menu and use it as a filter even when browsing to the next and previous month?
thank you.