Szczegóły publikacji
Opis bibliograficzny
Detection of atypical elements with fuzzy and intuitionistic fuzzy evaluations / Piotr KULCZYCKI, Damian Kruszewski // W: Trends in Advanced Intelligent Control, Optimization and Automation : proceedings of KKA 2017 — the 19th Polish Control Conference, Kraków, Poland, June 18–21, 2017 / eds. Wojciech Mitkowski, [et al.]. — Switzerland : Springer International Publishing, cop. 2017. — (Advances in Intelligent Systems and Computing ; ISSN 2194-5357 ; vol. 577). — ISBN: 978-3-319-60698-9; e-ISBN: 978-3-319-60699-6. — S. 774-786. — Bibliogr. s. 785–786, Abstr. — P. Kulczycki - dod. afiliacja: Systems Research Institute, Centre of Information Technology for Data Analysis Methods Polish Academy of Sciences
Autorzy (2)
- AGHKulczycki Piotr
- Kruszewski Damian
Słowa kluczowe
Dane bibliometryczne
| ID BaDAP | 106495 |
|---|---|
| Data dodania do BaDAP | 2017-06-30 |
| DOI | 10.1007/978-3-319-60699-6_75 |
| Rok publikacji | 2017 |
| Typ publikacji | materiały konferencyjne (aut.) |
| Otwarty dostęp |  |
| Wydawca | Springer |
| Konferencja | Krajowa Konferencja Automatyki |
| Czasopismo/seria | Advances in Intelligent Systems and Computing |
Abstract
The task for detection of atypical elements is one of the fundamental tasks of contemporary data analysis, finding applications in numerous problems in practically all areas of sciences and engineering. As an example, in the classic approach of automatic control, e.g. fault detection problems, the appearance of an unusual value of a vector describing a system’s technical state may testify to the occurrence of a malfunction. This paper presents a procedure for the detection of atypical elements, understood in the sense that they happen rarely. Particularly, in the case of multimodal distributions with more distant factors, such an approach allows atypical elements to be located not only in peripheral regions, but also potentially inside, between modes. The outcome indicating whether an examined observation should be classed as atypical is defined here in fuzzy and intuitionistic fuzzy forms.
