Exact(2)
The above algorithm yields T i, j (L, M ) = T i, j q (X, Π * (X ) ) and E i (y, L, M ) = E i q (y, X, Π * (X ) ) (and v M (L) = P q X, Π∗(X))), i.e. we know how often a transition from state i to state j was used and how often symbol y was read by state i in Viterbi state path Π∗(X) in iteration q.
The above algorithm yields T i, j (L, M ) = T i, j q (X, Π s (X ) ), and E i (y, L, M ) = E i q (y, X, Π s (X ) ) (and f M (L ) = P q (X ) ), i.e. we know how often a transition from state i to state j was used and how often symbol y was read by state i in a state path Π S X) sampled from the posterior distribution P(X|Π) in iteration q for sequence X.
Similar(57)
In the prestige movies that court critical and academy approval, black people are often symbols and symptoms, their stories parables of pathology, striving and redemption.
Hallmarks of attacks linked to the Haqqani network include multiple fighters, targets that are often symbols of the Afghan government and their Western backers, careful planning, and, often, instructions delivered by telephone as the attackers carry out their mission.
What we have learned is that, often, symbols slowly evolve in that direction or are appropriated by extremists from their original context and assigned a new, more hateful meaning.
He took you out for ice cream!" Again, trust your instincts because these gestures are often symbols of a guilty conscious rather than heartfelt generosity -- and are a sign that something is amiss.
To Bourgeois, the spider was often the symbol of the motherly protectress.
Do we generate trash to demonstrate our buying power, often a symbol of our sexual power?
Amid the rivalry, the unsteady 206-year-old structure, held together by a 69-year-old iron cage, is an uncomfortable, often embarrassing symbol of Christian divisions, which have periodically erupted into tensions.
Often, the symbol Δ E 00 for color differences is utilized to indicate this choice.
In Hindu and Buddhist traditions, the mandala represents man's relationship with the cosmos, often a symbol of balance between entities.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com