Description and classification of granular time series
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| 001 | 605470073 | ||
| 003 | CHVBK | ||
| 005 | 20210128100325.0 | ||
| 007 | cr unu---uuuuu | ||
| 008 | 210128e20150401xx s 000 0 eng | ||
| 024 | 7 | 0 | |a 10.1007/s00500-014-1311-z |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s00500-014-1311-z | ||
| 245 | 0 | 0 | |a Description and classification of granular time series |h [Elektronische Daten] |c [Rami Al-Hmouz, Witold Pedrycz, Abdullah Balamash, Ali Morfeq] |
| 520 | 3 | |a The study is concerned with a concept and a design of granular time series and granular classifiers. In contrast to the plethora of various models of time series, which are predominantly numeric, we propose to effectively exploit the idea of information granules in the description and classification of time series. The numeric (optimization-oriented) and interpretation abilities of granular time series and their classifiers are highlighted and quantified. A general topology of the granular classifier involving a formation of a granular feature space and the usage of the framework of relational structures (relational equations) in the realization of the classifiers is presented. A detailed design process is elaborated on along with a discussion of the pertinent optimization mechanisms. A series of experiments is covered leading to a quantitative assessment of the granular classifiers and their parametric analysis. | |
| 540 | |a Springer-Verlag Berlin Heidelberg, 2014 | ||
| 690 | 7 | |a Classification rules |2 nationallicence | |
| 690 | 7 | |a Fuzzy clustering |2 nationallicence | |
| 690 | 7 | |a Time series |2 nationallicence | |
| 690 | 7 | |a Fuzzy relational equation |2 nationallicence | |
| 690 | 7 | |a Granular classifier |2 nationallicence | |
| 690 | 7 | |a Human-centricity |2 nationallicence | |
| 690 | 7 | |a Information granules |2 nationallicence | |
| 690 | 7 | |a Interpretability |2 nationallicence | |
| 700 | 1 | |a Al-Hmouz |D Rami |u Electrical and Computer Engineering Department, King Abdulaziz University, Jeddah, Saudi Arabia |4 aut | |
| 700 | 1 | |a Pedrycz |D Witold |u Electrical and Computer Engineering Department, King Abdulaziz University, Jeddah, Saudi Arabia |4 aut | |
| 700 | 1 | |a Balamash |D Abdullah |u Electrical and Computer Engineering Department, King Abdulaziz University, Jeddah, Saudi Arabia |4 aut | |
| 700 | 1 | |a Morfeq |D Ali |u Electrical and Computer Engineering Department, King Abdulaziz University, Jeddah, Saudi Arabia |4 aut | |
| 773 | 0 | |t Soft Computing |d Springer Berlin Heidelberg |g 19/4(2015-04-01), 1003-1017 |x 1432-7643 |q 19:4<1003 |1 2015 |2 19 |o 500 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s00500-014-1311-z |q text/html |z Onlinezugriff via DOI |
| 898 | |a BK010053 |b XK010053 |c XK010000 | ||
| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s00500-014-1311-z |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Al-Hmouz |D Rami |u Electrical and Computer Engineering Department, King Abdulaziz University, Jeddah, Saudi Arabia |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Pedrycz |D Witold |u Electrical and Computer Engineering Department, King Abdulaziz University, Jeddah, Saudi Arabia |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Balamash |D Abdullah |u Electrical and Computer Engineering Department, King Abdulaziz University, Jeddah, Saudi Arabia |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Morfeq |D Ali |u Electrical and Computer Engineering Department, King Abdulaziz University, Jeddah, Saudi Arabia |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Soft Computing |d Springer Berlin Heidelberg |g 19/4(2015-04-01), 1003-1017 |x 1432-7643 |q 19:4<1003 |1 2015 |2 19 |o 500 | ||