Apparatus and method for speech processing using paralinguistic information in vector form
AssigneeNone recorded
InventorNick Campbell
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AssigneeNone recorded
InventorNick Campbell
Estimating the term…
A speech processing apparatus includes a statistics collecting module operable to collect, for each of a prescribed utterance units of a speech in a training speech corpus, a prescribed type of acoustic feature and statistic information on a plurality of paralinguistic information labels being selected by a plurality of listeners to a speech corresponding to the utterance unit; and a training apparatus trained by supervised machine training using said prescribed acoustic feature as input data and using the statistic information as answer data, to output probability of allocation of the label to a given acoustic feature, for each of said plurality of paralinguistic information labels, forming a paralinguistic information vector.
A speech processing apparatus, comprising:
A speech processing apparatus, comprising:
A speech processing apparatus, comprising:
A speech processing apparatus, comprising:
A speech processing method, comprising the steps of:
A speech processing method, comprising the steps of:
A speech processing method, comprising the steps of:
A speech processing method, comprising the steps of:
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Methods for producing synthetic speech; Speech synthesisers: concept to speech synthesisers; Generation of natural phrases from machine-based concepts
Creation of reference templates; Training of speech recognition systems, e.g. adaptation to the characteristics of the speaker's voice: training
Using non-speech characteristics: of the speaker; Human-factor methodology
Speech analysis techniques or speech synthesis
Term end not estimated
This application is based upon and claims the benefit of priority from the prior Japanese Patent Application No. 2004-287943, filed Sep. 30, 2004, the entire contents of which are incorporated herein by reference.
1. Field of the Invention
The present invention relates to a speech processing technique and more specifically, to a speech processing technique allowing appropriate processing of paralinguistic information other than prosody.
FIG. 1 is a block diagram of speech understanding system 20 in accordance with the first embodiment of the present invention.
FIG. 2 is a block diagram of a classification tree training unit 36 shown in FIG. 1.
FIG. 3 is a block diagram of a speech recognition apparatus 40 shown in FIG. 1.
[Outline]
For the labeling of affective information in speech, we find that different people are sensitive to different facets of information, and that, for example, a question may function as a back-channel, and a laugh may show surprise at the same time as revealing that the speaker is also happy. A happy person may be speaking of a sad event and elements of both (apparently contradictory) emotions may be present in the speech at the same time.
In view of the foregoing, labeling of a speech utterance using a plurality of labels would be more reasonable than labeling of a speech utterance using only one limited label. Therefore, in the following description of an embodiment, a plurality of different labels are prepared. A numerical value representing the statistical ratio as to which label is selected to which utterance unit of speech by different persons is given as a vector element, and each utterance is labeled by the vector. In the following, the vector will be referred to as a “paralinguistic information vector.”