OWA Generation Function and Some Adjustment Methods for OWA Operators With Application

被引:47
作者
Jin, LeSheng [1 ]
Qian, Gang [2 ]
机构
[1] Nanjing Normal Univ, Sch Comp Sci & Technol, Nanjing 210097, Jiangsu, Peoples R China
[2] Nanjing Normal Univ, Dept Management Sci & Engn, Nanjing 210097, Jiangsu, Peoples R China
关键词
Aggregation operators; decision making; orness; ordered weighted averaging (OWA) operators; AGGREGATION; REGRESSION; WEIGHTS; ORNESS; LOGIC;
D O I
10.1109/TFUZZ.2015.2450772
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose the concept of ordered weighted averaging (OWA) generation function with some properties, illustrative examples, and usages. A number of new properties of OWA operators and relations between some well-known OWA operators are proposed and proved using OWA Generation Functions. We discuss some orness/andness adjustment methods for a predetermined OWA operator. A practical application about investment prediction problem is given with detailed illustration and analysis, which can show the advantages of the adjustment methods proposed in this paper. In particular, the concept consistent adjustment matrix is proposed and the interests and advantages of it can be shown by its special properties.
引用
收藏
页码:168 / 178
页数:11
相关论文
共 50 条
[1]   On the properties of OWA operator weights functions with constant level of orness [J].
Ahn, Byeong Seok .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2006, 14 (04) :511-515
[2]  
[Anonymous], 2002, AGGREGATION OPERATOR, DOI DOI 10.1007/978-3-7908-1787-4
[3]   Quantitative weights and aggregation [J].
Calvo, T ;
Mesiar, R ;
Yager, RR .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2004, 12 (01) :62-69
[4]   LSP method and its use for evaluation of Java']Java IDEs [J].
Dujmovic, JJ ;
Nagashima, H .
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2006, 41 (01) :3-22
[5]  
Dujmovic J, 2012, IEEE INT CONF FUZZY
[6]   Continuous preference logic for system evaluation [J].
Dujmovic, Jozo J. .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2007, 15 (06) :1082-1099
[7]   On the issue of obtaining OWA operator weights [J].
Filev, D ;
Yager, RR .
FUZZY SETS AND SYSTEMS, 1998, 94 (02) :157-169
[8]  
Grabisch M., 2009, AGGREGATIONS FUNCTIO
[9]  
JIN L, IEEE T FUZZY S UNPUB
[10]   On Obtaining Piled OWA Operators [J].
Jin, LeSheng ;
Qian, Gang .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2015, 30 (05) :520-536