The SUPERVISED TRANSITIONS initialization is estimated from observations of consecutive tags in a labeled corpus.
our oBSERVATIoNAL initializer is likewise estimated from the relative frequency of consecutive tags, taking advantage of the structure of the tag dictionary D. it does not require a labeled corpus.