Mean-Variance Portfolio Selection With the Ordered Weighted Average

被引:28
作者
Laengle, Sigifredo [1 ]
Loyola, Gino [1 ]
Merigo, Jose M. [1 ]
机构
[1] Univ Chile, Dept Management Control & Informat Syst, Santiago 8330015, Chile
关键词
Mean; ordered weighted average (OWA); portfolio selection; variance; GROUP DECISION-MAKING; AGGREGATION OPERATORS; INCLUSION; MODEL;
D O I
10.1109/TFUZZ.2016.2578345
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Portfolio selection is the theory that studies the process of selecting the optimal proportion of different assets. The first approach was introduced by Harry Markowitz and was based on a mean-variance framework. This paper introduces the ordered weighted average (OWA) in the mean-variance model. The main idea is to replace the classical mean and variance by the OWA operator. By doing so, the new model is able to study different degrees of optimism and pessimism in the analysis being able to develop an approach that considers the decision makers attitude in the selection process. This paper also suggests a new framework for dealing with the attitudinal character of the decision maker based on the numerical values of the available arguments. The main advantage of this method is the ability to adapt to many situations offering a more complete representation of the available data from the most pessimistic situation to the most optimistic one. An illustrative with fictitious data and a real example are studied.
引用
收藏
页码:350 / 362
页数:13
相关论文
共 39 条
[11]   Alpha as Ambiguity: Robust Mean-Variance Portfolio Analysis [J].
Maccheroni, Fabio ;
Marinacci, Massimo ;
Ruffino, Doriana .
ECONOMETRICA, 2013, 81 (03) :1075-1113
[12]   PORTFOLIO SELECTION [J].
Markowitz, Harry .
JOURNAL OF FINANCE, 1952, 7 (01) :77-91
[13]   Mean-variance approximations to expected utility [J].
Markowitz, Harry .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2014, 234 (02) :346-355
[14]   Fuzzy Chance-Constrained Multiobjective Portfolio Selection Model [J].
Mehlawat, Mukesh Kumar ;
Gupta, Pankaj .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2014, 22 (03) :653-671
[15]   Induced Aggregation Operators in Decision Making with the Dempster-Shafer Belief Structure [J].
Merigo, J. M. ;
Casanovas, M. .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2009, 24 (08) :934-954
[16]   The Ordered Weighted Average in the Variance and the Covariance [J].
Merigo, Jose M. ;
Guillen, Montserrat ;
Sarabia, Jose M. .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2015, 30 (09) :985-1005
[17]   Group decision making with distance measures and probabilistic information [J].
Merigo, Jose M. ;
Xu, Yejun ;
Zeng, Shouzhen .
KNOWLEDGE-BASED SYSTEMS, 2013, 40 :81-87
[18]   Decision making in the European Union under risk and uncertainty [J].
Merigo, Jose M. ;
Lobato-Carral, Clemente ;
Carrilero-Castillo, Agustin .
EUROPEAN JOURNAL OF INTERNATIONAL MANAGEMENT, 2012, 6 (05) :590-609
[19]   The probabilistic weighted average and its application in multiperson decision making [J].
Merigo, Jose M. .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2012, 27 (05) :457-476
[20]   The induced generalized OWA operator [J].
Merigo, Jose M. ;
Gil-Lafuente, Anna M. .
INFORMATION SCIENCES, 2009, 179 (06) :729-741