A Fusion Mechanism for Management Decision and Risk Analysis

被引:9
作者
Hsu, Ming-Fu [1 ]
机构
[1] Chinese Culture Univ, English Program Global Business, 55 Hwa Kang Rd, Taipei 11114, Taiwan
关键词
Decision making; forecasting; fuzzy support vector machine; risk management; FINANCIAL DISTRESS; FEATURE-SELECTION; RULE EXTRACTION; 2-LEVEL DEA; ROUGH SETS; PREDICTION; PERFORMANCE; SVM; CLASSIFIERS; FEATURES;
D O I
10.1080/01969722.2018.1541596
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This study introduces a fusion mechanism by incorporating a risk metric with two-level data envelopment analysis (two-level DEA) for describing a corporate's operation status and then constructs a hybrid model that combines rough set theory with artificial fish swarm algorithm (RSAFSA) and fuzzy support vector machine (FSVM) in order to forecast corporate operating performance. The introduced mechanism, supported by real-life cases, can assist both public and private market participants who must allocate their economic resources to suitable places as well as maximize their personnel wealth under anticipated risk exposure.
引用
收藏
页码:497 / 515
页数:19
相关论文
共 50 条
  • [21] A decision analysis approach for risk management of near-earth objects
    Lee, Robert C.
    Jones, Thomas D.
    Chapman, Clark R.
    ACTA ASTRONAUTICA, 2014, 103 : 362 - 369
  • [22] Analysis of risk management methods used in trenchless renewal decision making
    Vladeanu, Greta
    Matthews, John C.
    TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY, 2018, 72 : 272 - 280
  • [23] Integrated multiple DEA specifications and visualization technique for advanced management analysis and decision
    Chang, Te-min
    Lin, Sin-Jin
    Chen, Fu-Hsiang
    Hsu, Ming-Fu
    2019 20TH INTERNATIONAL CONFERENCE ON MOBILE DATA MANAGEMENT (MDM 2019), 2019, : 491 - 496
  • [24] Promoting energy efficiency investments with risk management decision tools
    Jackson, Jerry
    ENERGY POLICY, 2010, 38 (08) : 3865 - 3873
  • [25] The IASB referential impact on decision making process and risk management
    Dragulescu , Rodica
    Tabirca, Alina Iuliana
    Ionete , Selina
    2ND WORLD CONFERENCE ON BUSINESS, ECONOMICS AND MANAGEMENT, 2014, 109 : 236 - 240
  • [26] Automated text mining process for corporate risk analysis and management
    Hsu, Ming-Fu
    Chang, Chingho
    Zeng, Jhih-Hong
    RISK MANAGEMENT-AN INTERNATIONAL JOURNAL, 2022, 24 (04): : 386 - 419
  • [27] Multiple criteria decision making and risk analysis as risk management tools for power systems planning
    Linares, P
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2002, 17 (03) : 895 - 900
  • [28] Physiology of Risk-Taking and Risk Management in Realistic Decision-Making Scenarios
    Crivelli, Davide
    Allegretta, Roberta A.
    Balconi, Michela
    PSYCHOLOGICAL REPORTS, 2024,
  • [29] Research on decision models of risk management
    Hou, Jialin
    Liu, Juan
    Shi, Wentao
    PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT, 2009, : 446 - 448
  • [30] Mechanism for Credit Risk Management
    Orlova, E., V
    VISION 2020: SUSTAINABLE ECONOMIC DEVELOPMENT, INNOVATION MANAGEMENT, AND GLOBAL GROWTH, VOLS I-IX, 2017, 2017, : 827 - 837