Title:

Developments in fuzzy sets, intuitionistic fuzzy sets, generalized nets and related topics. Volume II: Applications * On time series envelopes for classification problems

Subtitle:

Książka = Book ; KS/6/2010/T2P14

Creator:

Krawczak, Maciej ; Szkatuła, Grażyna

Publisher:

Instytut Badań Systemowych. Polska Akademia Nauk ; Systems Research Institute. Polish Academy of Sciences

Place of publishing:

Warszawa

Date issued/created:

2010

Description:

[5], 149-164 pages ; 21 cm ; Bibliography p. 160-162

Type of object:

Book/Chapter

Abstract:

In this paper we developed a technique of an envelopes approximation of time series, and an application of the envelopes for solving a classification problem of time series. Next, we introduced upper and lower envelopes as well as a way to compress them by a neural network. Obtained in such a way essential attributes were used to generate rules for time series classification. The obtained rules can classify the testing example with 100 % accuracy.

Relation:

Książka = Book

Resource type:

Text

Detailed Resource Type:

Book

Source:

KS-2010-06-T2P14

Language:

eng

Language of abstract:

eng

Rights:

Creative Commons Attribution BY 4.0 license

Terms of use:

Copyright-protected material. [CC BY 4.0] May be used within the scope specified in Creative Commons Attribution BY 4.0 license, full text available at: ; -

Digitizing institution:

Systems Research Institute of the Polish Academy of Sciences

Original in:

Library of Systems Research Institute PAS

Projects co-financed by:

Operational Program Digital Poland, 2014-2020, Measure 2.3: Digital accessibility and usefulness of public sector information; funds from the European Regional Development Fund and national co-financing from the state budget.

Access:

Open