Study on the Improved Grey Decision-making Model and its Application

被引:0
作者
Wang, Yuhong [1 ]
Zuo, Wenchao [1 ]
Liu, Yong [1 ]
机构
[1] Jiangnan Univ, Sch Business, Wuxi 214122, Peoples R China
来源
PROCEEDINGS OF 2017 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES (GSIS) | 2017年
基金
中国国家自然科学基金;
关键词
decision making; affinity propagation; grey correlation analysis; clustering; panel data; CLUSTERING METHOD; PANEL;
D O I
暂无
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Existing clustering algorithms need to specify the number of clusters and to select initial points using human input, which lead to inferior clustering and optimisation outputs. Here, an improved grey decision-making model based on the thought of affinity propagation algorithm and grey correlation analysis is proposed to solve these problems. According to the panel data class and the inter-class candidate points between the message dissemination for clustering, we fully mine all information contained in a multi-indicator panel dataset. Finally, a case study is used to test the improved model's validity and rationality.
引用
收藏
页码:242 / 246
页数:5
相关论文
共 21 条
[1]  
[Anonymous], J APPL STAT MANAGEME
[2]  
[Anonymous], 2010, STAT RES
[3]   A Bayesian approach to model-based clustering for binary panel probit models [J].
Assmann, Christian ;
Boysen-Hogrefe, Jens .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2011, 55 (01) :261-279
[4]   The panel-clustering method for the wave equation in two spatial dimensions [J].
Falletta, Silvia ;
Sauter, Stefan A. .
JOURNAL OF COMPUTATIONAL PHYSICS, 2016, 305 :217-243
[5]   Clustering by passing messages between data points [J].
Frey, Brendan J. ;
Dueck, Delbert .
SCIENCE, 2007, 315 (5814) :972-976
[6]   Model-Based Clustering of Non-Gaussian Panel Data Based on Skew-t Distributions [J].
Juarez, Miguel A. ;
Steel, Mark F. J. .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2010, 28 (01) :52-66
[7]   A nonlinear panel data model of cross-sectional dependence [J].
Kapetanios, George ;
Mitchell, James ;
Shin, Yongcheol .
JOURNAL OF ECONOMETRICS, 2014, 179 (02) :134-157
[8]  
[雷云涛 LEI Yuntao], 2007, [研究与发展管理, R & D management], V19, P133
[9]   面板数据下的灰色指标关联聚类模型与应用 [J].
李雪梅 ;
党耀国 ;
王俊杰 .
控制与决策, 2015, (08) :1447-1452
[10]   An improved grey relational analysis approach for panel data clustering [J].
Li, Xuemei ;
Hipel, Keith W. ;
Dang, Yaoguo .
EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (23) :9105-9116