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A visualization method of third-order tensor for knowledge extraction from questionnaire data
http://hdl.handle.net/2237/20712
http://hdl.handle.net/2237/207121bb52690-d272-4ea2-a19e-63c219c2d64c
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8_Visualization_Method_of_Third-Order_Tensor.pdf (686.5 kB)
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Item type | 学術雑誌論文 / Journal Article(1) | |||||
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公開日 | 2014-11-06 | |||||
タイトル | ||||||
タイトル | A visualization method of third-order tensor for knowledge extraction from questionnaire data | |||||
言語 | en | |||||
著者 |
Masai, Hiroaki
× Masai, Hiroaki× Yoshikawa, Tomohiro× Furuhashi, Takeshi |
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アクセス権 | ||||||
アクセス権 | open access | |||||
アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||
権利 | ||||||
言語 | en | |||||
権利情報 | © 2013 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | |||||
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内容記述タイプ | Abstract | |||||
内容記述 | This paper presents a new visualization method based on Higher Order Singular Value Decomposition(HOSVD). This method enables us to select any pairs of vectors from loading matrices, and visualizes features of loading vectors in the form of hi plots of respondents, questions and objects. An experiment is carried out using artificial data. The results shows that the proposed method can visualize the interrelationships between features of selected loading vectors and we can find respondent groups who marked uniquely on particular objects and questions. Some groups are unable to be found by the conventional PCA. | |||||
言語 | en | |||||
出版者 | ||||||
出版者 | IEEE | |||||
言語 | en | |||||
言語 | ||||||
言語 | eng | |||||
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資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||
資源タイプ | journal article | |||||
出版タイプ | ||||||
出版タイプ | AM | |||||
出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||
DOI | ||||||
関連タイプ | isVersionOf | |||||
識別子タイプ | DOI | |||||
関連識別子 | https://doi.org/10.1109/IFSA-NAFIPS.2013.6608530 | |||||
書誌情報 |
en : 2013 Joint IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS) p. 962-967, 発行日 2013-06 |
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値 | author | |||||
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識別子 | http://dx.doi.org/10.1109/IFSA-NAFIPS.2013.6608530 | |||||
識別子タイプ | DOI | |||||
URI | ||||||
識別子 | http://hdl.handle.net/2237/20712 | |||||
識別子タイプ | HDL |