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In addition to the sequence data generated in this study, partial or complete 3´NCR sequences were available for an additional 25 Brazilian YFV isolates (13, 14 ), which yielded the full dataset of 79 YFV strains from 12 states (alignment length, 576 nt).
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b Schematic view of the state alignment of AGNR.
The concentrated solutions studied showed steady-state alignment even in the tumbling regime.
c Schematic view of the state alignment of AGNR for M3.
b Schematic view of the state alignment of AGNR for M3 and M0.
In the synthesis stage, for each audio input, the audio HMM of each cluster and the Viterbi algorithm are used to get the best HMM state alignment.
We used the backpropagation algorithm with labels obtained by performing an HMM state alignment of the clean speech training data using a GMM-based recognizer trained with the maximum likelihood criterion.
To train the DNN we used an HMM state alignment obtained using the clean training data with an GMM-HMM based ASR system trained with the maximum likelihood (ML) criterion.
only a small amount of data is needed to adapt efficiently the acoustic model due to the fact that all the available data are shared to adapt the state-independent GMM; no state alignment is required because there is only one GMM to adapt (not one GMM per state and/or class); the computational cost of this adaptation remains very low thanks to the fact there is only one GMM to adapt.
This indicates that our polarization state alignment procedure works well.
The extracted intensity data from each array were preprocessed, which included array-based systematic variation normalization (Chou et al. 2005), profile-based dye-swap correction, and biological reference state alignment (Chou JW, Zhou T, Raules RS, Kaufmann WK, Bushel PR, unpublished data).
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