Project Portfolio Risk Prediction and Analysis using the Random Walk Method

被引:2
作者
Zou, Xingqi [1 ]
Yang, Qing [1 ]
Hu, Qian [1 ]
Yao, Tao [2 ]
机构
[1] Univ Sci & Technol Beijing, Sch Econ & Management, 30 Xueyuan Rd, Beijing, Peoples R China
[2] Penn State Univ, Dept Ind & Mfg Engn, University Pk, PA 16802 USA
来源
ICORES: PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON OPERATIONS RESEARCH AND ENTERPRISE SYSTEMS | 2019年
基金
中国国家自然科学基金;
关键词
Project Portfolio Selection; Risk Prediction; Sustainable Development; Random Walk Method; Multidomain Matrix (MDM);
D O I
10.5220/0007357202850291
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Based on the interdependency relationship among projects, the paper analyses risk factors in the project portfolio network via the random walk algorithm. Sustainability is one of the most important challenges of the project and portfolio management. This paper analyses the interdependencies among projects in a portfolio from the perspective of sustainable development and builds models to measure the relationship among risk factors via the Multidomain matrix (MDM) method. Using the interdependency relationship among projects and potential relationship between different risk factors as inputs, the paper builds the model of portfolio risk network to predict the risk in the project portfolio via a random walk algorithm. Because the random walk is a personalized recommendation algorithm, so our proposed method can achieve an accurate prediction of portfolio risk through predicting the risk factors and their probabilities in the portfolio. Our method can also help project managers to rank these risk factors in the portfolio through distinguishing the most concerned risks.
引用
收藏
页码:285 / 291
页数:7
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