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No such data exists for coral species; hence, potential gene duplicates were used as the most likely sequences to be best related to true paralogs.
To reconstruct these ancestral proteins, Anderson, McKeown and Thornton used computational methods to infer their most likely sequences based on those of hundreds of present-day members of the family and the relationships between them.
We obtained the consensus (most likely) sequences of POF and POU profiles and used them as seeds for the initial searches, running five iterations in total against nr, the database of non-redundant protein sequences maintained by NCBI (frozen on April 11 , 2007 (Wheeler et al., 2007).
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The actual recognition is based on finding the most likely sequence of units that has produced the acoustic input signal.
The major contributions of the research include the (i) proposal of weighted high-order HMMs to determine the most likely sequence of sentence emotions in an article.
For continuous speech recognition, transitions between word models incurred an additional likelihood penalty of while calculating the most likely sequence of states.
Then, the features are used in statistical classifiers, usually hidden Markov models (HMM) [20], to estimate the most likely sequence of phonemes or words.
In the early 1970s, Forney proposed an optimal equalizer [1] based on the Viterbi algorithm (VA) [2], able to optimally estimate the most likely sequence of transmitted symbols.
(b) HMMs rely on the Viterbi algorithm during the decoding procedure, i.e. during the estimation of the most likely sequence of states that generates the observed data.
However, the HNN MLSE decoder developed here is able to determine the most likely sequence of codewords using a single HNN.
In the present study, a methodology based on dynamic Bayesian network is developed for identification of the most likely sequence of events in domino scenarios while accounting for model uncertainty.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com