Proceedings of the 11th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT 2019)

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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Volume Title
Proceedings of the 11th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT 2019)
Series
Atlantis Studies in Uncertainty Modelling
Publication Date
August 2019
ISBN
978-94-6252-770-6
ISSN
2589-6644
DOI
10.2991/eusflat-19.2019.114How to use a DOI?
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/).

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  -