Certainty
Time merges may generate
new data by extrapolation or interpolation. For each point, a record
is kept of whether it existed before the time merge or whether it
was generated, and, if generated, how far away it was from known
data. This record is called certainty.
You can query certainty values with the $certainty
transform or change them with $setcert. When you prepare data for
model training with some tool sets, you can use the certainty values
to pay more attention to points with higher certainty.
The distance from known data that, with the
time merge, determined a certainty of zero is set with a parameter
called maxCert, which is set in the time merge configuration as
Zero certainty after.
Certainty values are generated by the $TimeMerge
transform and do not use any other information about the variable.
If you time merge the same variable twice, its certainties after
the second time merge do not consider any poor certainties it may
have had resulting from the first-time merge. If you will be making
use of certainty information, avoid time merging the same variable
more than once.
Provide Feedback