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HSMM trellis with hidden segments 
indexed by 
and their elements 
. The variable 
is the first detection in a sequence, 
is the hidden layer, 
is the observable layer containing samples from time 
to 
. The observation’s initial detection and observation’s duration are represented by the variables 
and 
, respectively.
