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This MLLT+LDA system involves 351 phones and 3,447 Gaussian mixtures and was used to generate state alignments.
From their triplet state alignments, it can be speculated that there should be an efficient exothermic energy transfer from the host material triplet states to the FIrpic triplet state as well as an excellent triplet energy confinement on the FIrpic molecules within each EML.
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b Schematic view of the state alignment of AGNR.
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dye-swap correction, and biological reference state alignment (Chou JW, Zhou T, Raules RS, Kaufmann WK, Bushel PR, unpublished data).
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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