arXiv Open Access 2018

Statistical Speech Model Description with VMF Mixture Model

Zhanyu Ma Arne Leijon

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Abstrak

In this paper, we present the LSF parameters by a unit vector form, which has directional characteristics. The underlying distribution of this unit vector variable is modeled by a von Mises-Fisher mixture model (VMM). With the high rate theory, the optimal inter-component bit allocation strategy is proposed and the distortion-rate (D-R) relation is derived for the VMM based-VQ (VVQ). Experimental results show that the VVQ outperforms our recently introduced DVQ and the conventional GVQ.

Topik & Kata Kunci

cs.SD eess.AS

Penulis (2)

Zhanyu Ma

Arne Leijon

Format Sitasi

APA MLA BibTeX

Ma, Z., Leijon, A. (2018). Statistical Speech Model Description with VMF Mixture Model. https://arxiv.org/abs/1808.00960

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Informasi Jurnal

Tahun Terbit: 2018
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓