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In this paper we also test the GRHCRFs on a real biological problem that require grammatical constraints: the prediction of the topology of Prokaryotic outer-membrane proteins.
In addition, language-specific data, such as bilingual dictionaries, or assumptions about grammatical constraints on words that are translational equivalents can be used in the alignment process[ 17].
When applied to this biosequence analysis problem we show that GRHCRFs perform similarly or better than the corresponding CRFs and HMMs indicating that GRHCRFs can be profitably applied when a discriminative problem requires grammatical constraints.
Transmembrane proteins can be predicted by applying a transmembrane hidden Markov model (tmHMM) that incorporates the hydrophobicity, charge bias, helix lengths and grammatical constraints of known transmembrane proteins into one model [ 35].
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Posterior-Viterbi, exploits the posterior probabilities and at the same time preserves the grammatical constraint.
Explanations of such facts appeal to nonobvious grammatical structure, and constraints on natural language transformations.
In written language, information is encoded by the concatenation of basic symbols under grammatical and semantic constraints.
Written human languages encode information in the form of word sequences, which are assembled under grammatical and semantic constraints that create organized patterns.
Short phrases (e.g., the rug, I follow) are minimally complex sequences of words combined according to grammatical structure-building constraints.
Likewise, MacSwan's Phonological Form Disjunction Theorem is conceptually redundant as the default design of the CHL itself restricts CS within X0, and, consequently, turns out to be as much an unmotivated CS-specific grammatical postulate as is the Free Morpheme Constraint a CS-specific constraint.
He saw this knowledge as being embodied in a suite of innate linguistic abilities, concepts, and constraints on the kinds of grammatical rules learners can propose for testing.
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CEO of Professional Science Editing for Scientists @ prosciediting.com