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| Content Provider | IEEE Xplore Digital Library | 
|---|---|
| Author | Kinsner, W. Grieder, W. | 
| Copyright Year | 2009 | 
| Description | Author affiliation: Signal and Data Compression Laboratory, Department of Electrical and Computer Engineering, University of Manitoba, Winnipeg, Canada R3T 5V6 (Kinsner, W.; Grieder, W.) | 
| Abstract | This paper describes how the selection of parameters for the variance fractal dimension (VFD) multiscale time-domain algorithm can create an amplification of the fractal dimension trajectory that is obtained for a natural-speech waveform in the presence of ambient noise. The technique is based on the variance fractal dimension trajectory (VFDT) algorithm that is used not only to detect the external boundaries of an utterance, but also its internal pauses representing the unvoiced speech. The VFDT algorithm can also amplify internal features of phonemes. This fractal feature amplification is accomplished when the time increments are selected in a dyadic manner rather than selecting the increments in a unit distance sequence. These amplified trajectories for different phonemes are more distinct, thus providing a better characterization of the individual segments in the speech signal. This approach is superior to other energy-based boundary-detection techniques. These observations are based on extensive experimental results on speech utterances digitized at 44.1 kilosamples per second, with 16 bits in each sample. | 
| Starting Page | 201 | 
| Ending Page | 209 | 
| File Size | 5701881 | 
| Page Count | 9 | 
| File Format | |
| ISBN | 9781424446421 | 
| DOI | 10.1109/COGINF.2009.5250750 | 
| Language | English | 
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) | 
| Publisher Date | 2009-06-15 | 
| Publisher Place | Hong Kong | 
| Access Restriction | Subscribed | 
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) | 
| Subject Keyword | Fractals Speech analysis Pattern matching Signal processing Magnetic materials Automatic speech recognition Natural languages Feature extraction Speech recognition Linear predictive coding speech utterance characterization Fractal measures fractal variance dimension trajectory fractal feature extraction feature amplification | 
| Content Type | Text | 
| Resource Type | Article | 
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