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Bayesian multi-topic microarray analysis with hyperparameter reestimation
http://hdl.handle.net/10069/22537
http://hdl.handle.net/10069/2253707964327-c537-4f8b-88a2-5a0e5ec4e799
名前 / ファイル | ライセンス | アクション |
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LNCS5678_253.pdf (276.9 kB)
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Item type | 学術雑誌論文 / Journal Article(1) | |||||
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公開日 | 2009-12-04 | |||||
タイトル | ||||||
タイトル | Bayesian multi-topic microarray analysis with hyperparameter reestimation | |||||
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× Hamada, Tsuyoshi× Shibata, Yuichiro× Oguri, Kiyoshi |
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抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | This paper provides a new method for multi-topic Bayesian analysis for microarray data. Our method achieves a further maximization of lower bounds in a marginalized variational Bayesian inference (MVB) for Latent Process Decomposition (LPD), which is an effective probabilistic model for microarray data. In our method, hyperparameters in LPD are updated by empirical Bayes point estimation. The experiments based on microarray data of realistically large size show efficiency of our hyperparameter reestimation technique. | |||||
内容記述 | ||||||
内容記述タイプ | Other | |||||
内容記述 | Advanced Data Mining and Applications: 5th International Conference, ADMA 2009, Beijing, China, August 17-19, 2009. Proceedings | |||||
書誌情報 |
Lecture Notes in Computer Science 巻 5678, p. 253-264, 発行日 2009 |
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出版者 | ||||||
出版者 | Springer Berlin | |||||
ISSN | ||||||
収録物識別子タイプ | ISSN | |||||
収録物識別子 | 03029743 | |||||
EISSN | ||||||
収録物識別子タイプ | ISSN | |||||
収録物識別子 | 1611-3349 | |||||
ISBN | ||||||
識別子タイプ | ISBN | |||||
関連識別子 | 978-3-642-03348-3 | |||||
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 | 10.1007/978-3-642-03348-3_26 | |||||
権利 | ||||||
権利情報 | c 2009 Springer. | |||||
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, 5678, pp.253-264; 2009 |