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Dimensionality Reduction and Its F-Transform Representation
Authors
Jiří Janeček, Irina Perfilieva
Corresponding Author
Jiří Janeček
Available Online August 2019.
- DOI
- 10.2991/eusflat-19.2019.114How to use a DOI?
- Keywords
- F-transform Graph Laplacian Dimensionality reduction
- Abstract
The aim of this contribution is to connect two techniques: the F-transform on a space with a fuzzy partition and dimensionality reduction. We show how a space with a fuzzy partition can be characterized in terms of the graph Laplacian. After making the spectral analysis of the corresponding Laplacian matrix we compute its eigenvectors and show their relevance to the F-transform basic functions.
- Copyright
- © 2019, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
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Cite this article
TY - CONF AU - Jiří Janeček AU - Irina Perfilieva PY - 2019/08 DA - 2019/08 TI - Dimensionality Reduction and Its F-Transform Representation BT - Proceedings of the 11th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT 2019) PB - Atlantis Press SP - 835 EP - 842 SN - 2589-6644 UR - https://doi.org/10.2991/eusflat-19.2019.114 DO - 10.2991/eusflat-19.2019.114 ID - Janeček2019/08 ER -