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The speech duration of each subject was measured and compared between the Japanese and Thai subjects.
The speech duration of all subjects is shown in Figure 6 and the mean speech duration of the two groups in Table 3.
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Considering the filtering of speech streams, only 37% of the whole speech duration has to be processed by the recognition system (and for MLP).
In this study we performed simulations to investigate the correlation of speech-related artifacts with the respective hemodynamic response in dependency on speech duration and rate of data sampling.
Further analysis involved 1) total speech duration, 2) number of speech bouts, 3) number of mentions of the riders' posture within bouts, 4) type of mentions.
We will be able to validate Smartphone generated data of speech duration, social activity and physical activity against repeated measures of HAM D-17 and YMRS score over a 6-month period.
Furthermore, to avoid too short segments, a smoothing constraining the minimal non-speech duration to 0.5 s was applied.
Based on the statistic on TIMIT and NOIZEUS, Mel-frequency cepstrum coefficients (MFCCs) are selected as speech features, Gaussian Mixture distributions (GMD) are applied to associate the observations in MFCC domain with both speech and non-speech states, and Weibull and Gamma distributions are used to explicitly model noise and speech durations, respectively.
Relying on the speech/non-speech decisions of the frames (by considering the harmonics for the voiced speech and durations for the unvoiced speech), a noise tracking algorithm is proposed [20].
For the analysis, the speech signal with a duration of about 120 s recorded in a car at 120 km/h has been used.
In Table 1 we show the results on the EPAC spontaneous speech database in terms of recall rates, real-time factor (RT-factor) and filtering rates, with the latter being the cumulated duration of the selected speech segments, normalized by the whole duration of the speech stream.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com