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Model natural language generation as a sequence of local decisions, each backed by a log-linear model.
Our rezoning phase consists of two components: a sequence of local optimizations followed by a single global optimization.
The proposed method starts from Fisher vector encoding which computes a sequence of local feature extraction, aggregation, and encoding.
The asymptotic properties of the statistics are described under both null hypothesis and a suitable sequence of local alternatives.
The sequence of local conformational changes by which GroEL and its cofactor GroES assist protein folding can be explored using the polarity-sensitive fluorescence probe Nile Red.
In our approach, we break up the end-to-end generation process into a sequence of local decisions, arranged hierarchically and each trained discriminatively.
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We investigate asymptotic null distributions of the proposed tests, their consistency and asymptotic power against a large class of fixed and sequences of local nonparametric alternatives, respectively.
As is well known, though, in standard situations likelihood ratio (LR), Wald and Lagrange multiplier (LM) tests are asymptotically equivalent under the null and sequences of local alternatives, and therefore they share their optimality properties.
When we phylogenetically analyzed the backbone sequences of 'CD1' and 'CD2' recombinants with the corresponding sequences of local subgenotype C2, we found that 'CD1' recombinants were grouped separately, instead of clustering among local C2 isolates within subgenotype C2 (Fig. 3).
For speciation of the local isolates described in this work, we compared the complete sequence of the rrs gene from the reference B. persica originally isolated in Iran (U42297) [7] and the partial rrs gene sequence of an independent Iranian B. persica strain IRbp1 (U914141) to rrs sequences of local isolates (Table 1).
Multiple sequence alignment showed a few point mutations and single-nucleotide deletions in the sequences of local isolates.
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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