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The Contextual component is restricted to representing only those aspects of the context of a given utterance which have a systematic influence on the form of that utterance.
Motivated by the recent success of using DNNs in acoustic modeling for speech recognition, we adapt DNNs to the problem of identifying the language in a given utterance from its short-term acoustic features.
In our pilot, user feedback was provided by scrolling and selecting the proper action for a given utterance - a process both unnatural and un-scalable for large action spaces.
For a given utterance, we use the standard method to extract the i-vector as described in [26].
For a given utterance, the speaker and channel variability dependent GMM supervector is denoted in Equation (1).
Given a word sequence Ŵ = ŵ 1,…,ŵ M decoded from the given utterance U, Eq. (5) is rewritten and derived based on Bayes' theory as follows.
Similar(37)
When the data base of given utterances is insufficient to establish trends with confidence, a large number of feature extractors must be employed and "recognition" of an unknown pattern made by comparing its feature values with those of known patterns.
In both groups the verbal dominance was about 1 and decreased slightly from baseline to follow-up (i.e. GPs became slightly less dominant in terms of proportion of given utterances).
She was, in many ways, the voice of the Punjabi people, for her poems gave utterance to their anguish.
I cannot conceive how men who are husbands, brothers or fathers can give utterance to an idea so intrinsically base and infamous".
She did not begin her literary career until middle life, when the death of her only son had intensified her sense of community with the poor and her desire to "give utterance" to their "agony".
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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