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TimeAsFeature transform
Summary:
This implements a transform for adding start_time
and duration
as features for modeling. Currently, this adds them as RangeParameter
s (to unblock time-sensitive applications), but in the future it would be good to revise this with a better treatment of non-tunable contextual information.
duration
appears to lead to better model fits on the synthetic example (notebook) than using end_time
. This also works better than using the midpoint between start time and end time.
Reviewed By: bernardbeckerman, Balandat
Differential Revision: D57082939