@misc{Krawczak_Maciej_Developments_2010, author={Krawczak, Maciej and Szkatuła, Grażyna}, copyright={Creative Commons Attribution BY 4.0 license}, address={Warszawa}, journal={Książka = Book}, howpublished={online}, year={2010}, publisher={Instytut Badań Systemowych. Polska Akademia Nauk}, publisher={Systems Research Institute. Polish Academy of Sciences}, language={eng}, 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.}, title={Developments in fuzzy sets, intuitionistic fuzzy sets, generalized nets and related topics. Volume II: Applications * On time series envelopes for classification problems}, type={Text}, URL={http://rcin.org.pl/Content/198368/PDF/KS-2010-06-T2P14.pdf}, }