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Unmixed spectrum clustering for template composition in lung sound classification
http://hdl.handle.net/10069/21988
http://hdl.handle.net/10069/2198807a80f3a-0978-4276-8811-047d4310d4df
名前 / ファイル | ライセンス | アクション |
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ILNB5012_964.pdf (112.2 kB)
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Item type | 学術雑誌論文 / Journal Article(1) | |||||
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公開日 | 2009-06-12 | |||||
タイトル | ||||||
タイトル | Unmixed spectrum clustering for template composition in lung sound classification | |||||
言語 | ||||||
言語 | eng | |||||
資源タイプ | ||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||
資源タイプ | journal article | |||||
著者 |
Masada, Tomonari
× Masada, Tomonari× Kiyasu, Senya× Miyahara, Sueharu |
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抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | In this paper, we propose a method for composing templates of lung sound classification. First, we obtain a sequence of power spectra by FFT for each given lung sound and compute a small number of component spectra by ICA for each of the overlapping sets of tens of consecutive power spectra. Second, we put component spectra obtained from various lung sounds into a single set and conduct clustering a large number of times. When component spectra belong to the same cluster in all clustering results, these spectra show robust similarity. Therefore, we can use such spectra to compose a template of lung sound classification. | |||||
内容記述 | ||||||
内容記述タイプ | Other | |||||
内容記述 | Advances in Knowledge Discovery and Data Mining. 12th Pacific-Asia Conference, PAKDD 2008 Osaka, Japan, May 20-23, 2008 Proceedings |
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書誌情報 |
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 巻 5012, p. 964-969, 発行日 2008 |
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出版者 | ||||||
出版者 | Springer Verlag | |||||
ISSN | ||||||
収録物識別子タイプ | ISSN | |||||
収録物識別子 | 00218979 | |||||
ISBN | ||||||
識別子タイプ | ISBN | |||||
関連識別子 | 978-3-540-68124-3 | |||||
書誌レコードID | ||||||
収録物識別子タイプ | NCID | |||||
収録物識別子 | AA0071599X | |||||
DOI | ||||||
関連タイプ | isVersionOf | |||||
識別子タイプ | DOI | |||||
関連識別子 | 10.1007/978-3-540-68125-0_100 | |||||
権利 | ||||||
権利情報 | (c) 2008 Springer-Verlag Berlin Heidelberg. | |||||
権利 | ||||||
権利情報 | The original publication is available at www.springerlink.com | |||||
著者版フラグ | ||||||
出版タイプ | AM | |||||
出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||
引用 | ||||||
内容記述タイプ | Other | |||||
内容記述 | Lecture Notes in Computer Science, 5012, pp.964-969; 2008 |