| Presentation | 2016-08-24 [Invited Talk] Unsupervised Music Understanding based on Hierarchical Bayesian Acoustic and Language Models Kazuyoshi Yoshii, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper presents a statistical approach to unsupervised music understanding. Our goal is to estimate musical notes from music audio signals and induce music grammars from the estimated notes by formulating a unified hierarchical Bayesian model consisting of probabilistic acoustic and language models. Given music audio signals, both models are jointly trained in a self-organizing manner. In this paper, we introduce our nonparametric Bayesian acoustic and language models for multipitch analysis and chord progression analysis. We then explain how to unify those models in a hierarchical Bayesian manner. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | music information processing / multipitch analysis / automatic music transcription / grammar induction / probabilistic acoustic model / probabilistic language model / hierarchical Bayes / nonparametric Bayes |
| Paper # | SP2016-29 |
| Date of Issue | 2016-08-17 (SP) |
| Conference Information | |
| Committee | SP |
|---|---|
| Conference Date | 2016/8/24(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | ACCMS, Kyoto Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Audio event processing, etc. |
| Chair | Kazunori Mano(Shibaura Inst. of Tech.) |
| Vice Chair | Hiroki Mori(Utsunomiya Univ.) |
| Secretary | Hiroki Mori(Kobe Univ.) |
| Assistant | Taichi Asami(NTT) / Kei Hashimoto(Nagoya Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Speech |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Talk] Unsupervised Music Understanding based on Hierarchical Bayesian Acoustic and Language Models |
| Sub Title (in English) | |
| Keyword(1) | music information processing |
| Keyword(2) | multipitch analysis |
| Keyword(3) | automatic music transcription |
| Keyword(4) | grammar induction |
| Keyword(5) | probabilistic acoustic model |
| Keyword(6) | probabilistic language model |
| Keyword(7) | hierarchical Bayes |
| Keyword(8) | nonparametric Bayes |
| 1st Author's Name | Kazuyoshi Yoshii |
| 1st Author's Affiliation | Kyoto University(Kyoto Univ.) |
| Date | 2016-08-24 |
| Paper # | SP2016-29 |
| Volume (vol) | vol.116 |
| Number (no) | SP-189 |
| Page | pp.pp.13-18(SP), |
| #Pages | 6 |
| Date of Issue | 2016-08-17 (SP) |