which algorithm can be used to detect temporal pattern?

I'm trying to detect temporal relations or temporal patterns in my data . I've used Apriori associater in Weka but seems to ignore the time and find only sequences .

can you please suggest a toolkit or package for temporal pattern mining ?

thanks advance.

Mazen