A weighted goal programming approach to fuzzy linear regression with crisp inputs and type-2 fuzzy outputs
Gespeichert in:
Verfasser / Beitragende:
[E. Hosseinzadeh, H. Hassanpour, M. Arefi]
Ort, Verlag, Jahr:
2015
Enthalten in:
Soft Computing, 19/5(2015-05-01), 1143-1151
Format:
Artikel (online)
Online Zugang:
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| 024 | 7 | 0 | |a 10.1007/s00500-014-1328-3 |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s00500-014-1328-3 | ||
| 245 | 0 | 2 | |a A weighted goal programming approach to fuzzy linear regression with crisp inputs and type-2 fuzzy outputs |h [Elektronische Daten] |c [E. Hosseinzadeh, H. Hassanpour, M. Arefi] |
| 520 | 3 | |a Many researches have been carried out in fuzzy linear regression the past three decades. However, almost all of them are limited to type-1 fuzzy data. A fuzzy linear regression model with type-2 fuzzy output data and type-2 fuzzy coefficients is studied in this paper. A linear programming model based on goal programming is proposed to calculate the regression coefficients. To evaluate the proposed model, we present some indices based on the standard deviation, the correlation coefficient, and the standard error of estimate. The proposed method is illustrated by some numerical examples. | |
| 540 | |a Springer-Verlag Berlin Heidelberg, 2014 | ||
| 690 | 7 | |a Type-2 fuzzy set |2 nationallicence | |
| 690 | 7 | |a Linear regression |2 nationallicence | |
| 690 | 7 | |a Uncertainty |2 nationallicence | |
| 690 | 7 | |a Type-2 fuzzy number |2 nationallicence | |
| 690 | 7 | |a Goal programming |2 nationallicence | |
| 690 | 7 | |a Linguistic variable |2 nationallicence | |
| 700 | 1 | |a Hosseinzadeh |D E. |u Department of Mathematics, Faculty of Mathematical Science and Statistics, University of Birjand, Birjand, Islamic Republic of Iran |4 aut | |
| 700 | 1 | |a Hassanpour |D H. |u Department of Mathematics, Faculty of Mathematical Science and Statistics, University of Birjand, Birjand, Islamic Republic of Iran |4 aut | |
| 700 | 1 | |a Arefi |D M. |u Department of Statistics, Faculty of Mathematical Science and Statistics, University of Birjand, Birjand, Islamic Republic of Iran |4 aut | |
| 773 | 0 | |t Soft Computing |d Springer Berlin Heidelberg |g 19/5(2015-05-01), 1143-1151 |x 1432-7643 |q 19:5<1143 |1 2015 |2 19 |o 500 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s00500-014-1328-3 |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/s00500-014-1328-3 |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Hosseinzadeh |D E. |u Department of Mathematics, Faculty of Mathematical Science and Statistics, University of Birjand, Birjand, Islamic Republic of Iran |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Hassanpour |D H. |u Department of Mathematics, Faculty of Mathematical Science and Statistics, University of Birjand, Birjand, Islamic Republic of Iran |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Arefi |D M. |u Department of Statistics, Faculty of Mathematical Science and Statistics, University of Birjand, Birjand, Islamic Republic of Iran |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Soft Computing |d Springer Berlin Heidelberg |g 19/5(2015-05-01), 1143-1151 |x 1432-7643 |q 19:5<1143 |1 2015 |2 19 |o 500 | ||