Art

J-GLOBAL ID：202002284348674608   Reference number：20A0442140

Non-negative Matrix Factorization and Its Extensions for Spectral Image Data Analysis

スペクトル画像データ解析のための非負行列因子分解とその拡張

Author (4)： Shiga Motoki (Faculty of Engineering, Gifu University) ,  Shiga Motoki (PRESTO, Japan Science and Technology Agency) ,  Shiga Motoki (Center for Advanced Intelligence Project, RIKEN) ,  Muto Shunsuke (Electron Nanoscopy Division, Advanced Measurement Technology Center, Institute of Materials and Systems for Sustainability, Nagoya University)
Material： e-Journal of Surface Science and Nanotechnology (Web)  (表面科学とナノテクノロジー)
Volume： 17  Page： 148-154(J-STAGE)  Publication year： 2019 
JST Material Number： U0016A  ISSN： 1348-0391  Document type： Article
Article type： 解説  Country of issue： Japan (JPN)  Language： ENGLISH (EN)

Thesaurus term： *spectral analysis ,  *factorization ,  scanning transmisson electron microscope ,  electron microscopy ,  spectral image ,  Machine Learning ,  model ,  numerical analysis ,  *electron energy loss spectroscopy ,  *energy dispersive X-ray spectrometry ,  imaging ,  *non-negative matrix factorization
Semi thesaurus term： noise model ,  spectroscopic imaging

Author keywords (5)： Scanning transmission electron microscopy ,  Electron energy-loss spectroscopy ,  Spectral image analysis ,  Non-negative matrix factorization ,  Machine learning

JST classification (3)： Spectroanalysis  (CC03012W) ,  Electron spectroscopy  (BM09060K) ,  X-ray spectra in general.Including X-ray  (BM08101P)

Reference (19)：

• [1] H. F. Grahn and P. Geladi (Eds.), <i>Techniques and Applications of Hyperspectral Image Analysis</i> (John Wiley & Sons, 2007).
• [2] K. Kiyohara, T. Miyata, K. Tsuda, and T. Mizoguchi, Sci. Rep. 8, 13548 (2018).
• [3] M. Shiga and S. Muto, in: Nanoinformatics, edited by I. Tanaka (Springer, Singapore, 2018) pp. 179-203.
• [4] M. Shiga, K. Tatsumi, S. Muto, K. Tsuda, Y. Yamamoto, T. Mori, and T. Tanji, Ultramicroscopy 170, 43 (2016).
• [5] M. Shiga, S. Muto, K. Tatsumi, and K. Tsuda, Trans. Mater. Res. Soc. Jpn. 41, 333 (2016).

Terms in the title (4)： スペクトル画像 ,  データ解析 ,  非負行列因子分解 ,  拡張