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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 ?

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Since version 3.8 Weka supports time series analysis using the timeseriesForecasting package.

You can read about it here, or learn about it in the Advanced Data Mining with Weka MOOC (all videos are also available on YouTube).

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Thank you @Lior. but I think I didn't ask properly . Actually, I need to discover the temporal relations in my data using algorithm that is able to detect Allen's temporal relations ( before - after - meet ,,, ) . Or algorithms can show the patterns as rules ex: X->y-> z and so on . I think the Time forcasting package in Weka shows the relations between events not as sequence of events . please let me know if I'm wrong. thanks again.
I think it would be better if you'll describe your dataset and show some examples of relationships that you expect to find.

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