Fuzzy quantity;
Fuzzy numbers;
Random fuzzy quantity;
Regression equation;
Approximation of regression equation;
TEMPERATURE PREDICTION;
LINEAR-REGRESSION;
LOGICAL RELATIONSHIPS;
ELLIPSOID NUMBERS;
MODEL;
RANKING;
D O I:
10.1007/s00500-019-04612-0
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
In this paper, the problem of linear regression is studied for random fuzzy quantity U which has some statistical linear relationship with another random real variable T. First, we turn the problem of fuzzy number linear regression model into the problem of usual real linear regression models, introduce the conception of r-linear regression equation of random fuzzy number, and give two results on what conditions we can determine the fuzzy number coefficients of the random fuzzy quantity linear regression equation by using these real number coefficients of r-linear regression equations. Then, we give specific method and steps to determine the fuzzy number coefficients of the random fuzzy number linear regression equation from a set of statistic of random fuzzy quantity U and random real variable T. And then, for convenience of application, we propose conception of alpha-approximation fuzzy number regression equations of random fuzzy number U with respect to random real variable T through further discussion to the fuzzy coefficients of the random fuzzy number linear regression equation and obtain the specific expressions of membership functions of the fuzzy coefficients of the alpha-approximation fuzzy number regression equations. At last, we give the specific method of solving the alpha-approximation fuzzy number regression equation and use a specific example to show the application and rationality of the proposed method.
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R China
He, Yu-Lin
Wei, Cheng-Hao
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机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R China
Wei, Cheng-Hao
Long, Hao
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h-index: 0
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R China
Long, Hao
Ashfaq, Rana Aamir Raza
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h-index: 0
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R China
Bahauddin Zakariya Univ, Dept Comp Sci, Multan, PakistanShenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R China
Ashfaq, Rana Aamir Raza
Huang, Joshua Zhexue
论文数: 0引用数: 0
h-index: 0
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R China
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R China
He, Yu-Lin
Wang, Xi-Zhao
论文数: 0引用数: 0
h-index: 0
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R China
Wang, Xi-Zhao
Huang, Joshua Zhexue
论文数: 0引用数: 0
h-index: 0
机构:
Shenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R ChinaShenzhen Univ, Coll Comp Sci & Software Engn, Big Data Inst, Shenzhen 518060, Guangdong, Peoples R China
机构:
Northwest Normal Univ, Coll Math & Stat, Lanzhou, Gansu, Peoples R China
Univ Khartoum, Fac Math Sci, Dept Appl Math, Khartoum, SudanNorthwest Normal Univ, Coll Math & Stat, Lanzhou, Gansu, Peoples R China
Mustafa, Altyeb Mohammed
Yang, Hong
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h-index: 0
机构:
Northwest Normal Univ, Coll Math & Stat, Lanzhou, Gansu, Peoples R ChinaNorthwest Normal Univ, Coll Math & Stat, Lanzhou, Gansu, Peoples R China
Yang, Hong
ADVANCES IN DIFFERENCE EQUATIONS,
2021,
2021
(01):
机构:
Natl Chin Yi Univ Technol, Dept Distribut Management, Taiping City 411, Taichung County, TaiwanNatl Chin Yi Univ Technol, Dept Distribut Management, Taiping City 411, Taichung County, Taiwan
Chou, Tsung-Yu
Liang, Gin-Shuh
论文数: 0引用数: 0
h-index: 0
机构:
Natl Chin Yi Univ Technol, Dept Distribut Management, Taiping City 411, Taichung County, TaiwanNatl Chin Yi Univ Technol, Dept Distribut Management, Taiping City 411, Taichung County, Taiwan
Liang, Gin-Shuh
Han, Tzeu-Chen
论文数: 0引用数: 0
h-index: 0
机构:
Natl Chin Yi Univ Technol, Dept Distribut Management, Taiping City 411, Taichung County, TaiwanNatl Chin Yi Univ Technol, Dept Distribut Management, Taiping City 411, Taichung County, Taiwan