Incorporating prior knowledge and multi-kernel into linear programming support vector regression
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| 008 | 210128e20150701xx s 000 0 eng | ||
| 024 | 7 | 0 | |a 10.1007/s00500-014-1390-x |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s00500-014-1390-x | ||
| 245 | 0 | 0 | |a Incorporating prior knowledge and multi-kernel into linear programming support vector regression |h [Elektronische Daten] |c [Jinzhu Zhou, Baoyan Duan, Jin Huang, Na Li] |
| 520 | 3 | |a This paper proposes a multi-kernel linear program support vector regression with prior knowledge in order to obtain an accurate data-driven model in the case of an insufficient amount of measured data. In the algorithm, multiple feature spaces have been utilized to incorporate multi-kernel functions into the framework of linear programming support vector regression (LPSVR), and then the prior knowledge which may be exact or biased from a calibrated physical simulator has also been incorporated into LPSVR by modifying optimization formulations. Moreover, a strategy of parameter selections for the proposed algorithm has been presented to facilitate practical applications. Some experiments from a synthetic example, a microstrip antenna and six-pole microwave filter have been carried out, and the experimental results show that the proposed algorithm can obtain a satisfactory data-based model in the case of the scarcity of measured data. The proposed algorithm shows great potentialities in some applications where the experimental data are insufficient for an accurate data-driven model and the prior knowledge from a calibrated physical simulator of practical applications is available. | |
| 540 | |a Springer-Verlag Berlin Heidelberg, 2014 | ||
| 690 | 7 | |a Linear programming support vector regression |2 nationallicence | |
| 690 | 7 | |a Prior knowledge |2 nationallicence | |
| 690 | 7 | |a Multi-kernel |2 nationallicence | |
| 690 | 7 | |a Insufficient data |2 nationallicence | |
| 690 | 7 | |a Data-driven model |2 nationallicence | |
| 700 | 1 | |a Zhou |D Jinzhu |u Key Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, Xi'an, Shaanxi, People's Republic of China |4 aut | |
| 700 | 1 | |a Duan |D Baoyan |u Key Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, Xi'an, Shaanxi, People's Republic of China |4 aut | |
| 700 | 1 | |a Huang |D Jin |u Key Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, Xi'an, Shaanxi, People's Republic of China |4 aut | |
| 700 | 1 | |a Li |D Na |u Key Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, Xi'an, Shaanxi, People's Republic of China |4 aut | |
| 773 | 0 | |t Soft Computing |d Springer Berlin Heidelberg |g 19/7(2015-07-01), 2047-2061 |x 1432-7643 |q 19:7<2047 |1 2015 |2 19 |o 500 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s00500-014-1390-x |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/s00500-014-1390-x |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Zhou |D Jinzhu |u Key Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, Xi'an, Shaanxi, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Duan |D Baoyan |u Key Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, Xi'an, Shaanxi, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Huang |D Jin |u Key Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, Xi'an, Shaanxi, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Li |D Na |u Key Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, Xi'an, Shaanxi, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Soft Computing |d Springer Berlin Heidelberg |g 19/7(2015-07-01), 2047-2061 |x 1432-7643 |q 19:7<2047 |1 2015 |2 19 |o 500 | ||