Sensitivity analysis approaches in multi-criteria decision analysis: A systematic review

被引:39
|
作者
Wieckowski, Jakub [1 ]
Salabun, Wojciech [1 ,2 ]
机构
[1] West Pomeranian Univ Technol Szczecin, Fac Comp Sci & Informat Technol, Dept Artificial Intelligence & Appl Math, Res Team Intelligent Decis Support Syst, Ul Zolnierska 49, PL-71210 Szczecin, Poland
[2] Natl Inst Telecommun, Ul Szachowa 1, PL-04894 Warsaw, Poland
关键词
Sensitivity analysis; MCDA; Literature review; PRISMA; Decision making; Sensitivity analysis frameworks; HEALTH-CARE; RISK-EVALUATION; ANALYSIS MCDA; MODEL; FRAMEWORK; SELECTION; PRIORITIZATION; MANAGEMENT;
D O I
10.1016/j.asoc.2023.110915
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the field of Multi-Criteria Decision Analysis (MCDA), the deployment of sensitivity analysis has become a fundamental approach to testing the robustness and reliability of the results obtained. Its importance lies in its ability to gain additional insight into potential changes that affect the desirability of the decision variants being evaluated. Through different methodologies, it reveals the vulnerability of results to changes in the underlying data, thus offering valuable information to support decision making. This research paper highlights a compendium of 250 researches involving the application of sensitivity analysis in a multi-criteria context. Using a structured approach of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) methodology, this study provides a comprehensive review process. The main objectives are to identify and categorize common sensitivity analysis techniques explained in the literature and to describe a selected framework that facilitates the execution of these techniques. The research demonstrates the importance of sensitivity analysis to enhance the credibility of MCDA outcomes and contributes to the field of decision support.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] Recent advances in multi-criteria decision analysis: A comprehensive review of applications and trends
    Wieckowski, Jakub
    Salabun, Wojciech
    Kizielewicz, Bartlomiej
    Baczkiewicz, Aleksandra
    Shekhovtsov, Andrii
    Paradowski, Bartosz
    Watrobski, Jaroslaw
    INTERNATIONAL JOURNAL OF KNOWLEDGE-BASED AND INTELLIGENT ENGINEERING SYSTEMS, 2023, 27 (04) : 367 - 393
  • [2] Multi-criteria Decision Analysis Software in Healthcare Priority Setting: A Systematic Review
    Moreno-Calderon, Alexander
    Tong, Thai S.
    Thokala, Praveen
    PHARMACOECONOMICS, 2020, 38 (03) : 269 - 283
  • [3] A Review and Classification of Approaches for Dealing with Uncertainty in Multi-Criteria Decision Analysis for Healthcare Decisions
    Broekhuizen, Henk
    Groothuis-Oudshoorn, Catharina G. M.
    van Til, Janine A.
    Hummel, J. Marjan
    IJzerman, Maarten J.
    PHARMACOECONOMICS, 2015, 33 (05) : 445 - 455
  • [4] Using multi-criteria decision analysis to appraise orphan drugs: a systematic review
    Friedmann, Carlotta
    Levy, Pierre
    Hensel, Paul
    Hiligsmann, Mickael
    EXPERT REVIEW OF PHARMACOECONOMICS & OUTCOMES RESEARCH, 2018, 18 (02) : 135 - 146
  • [5] Multi-Criteria Decision Analysis (MCDA) in Forest Operations - an Introductional Review
    Blagojevic, Bosko
    Jonsson, Rikard
    Bjorheden, Rolf
    Nordstrom, Eva-Maria
    Lindroos, Ola
    CROATIAN JOURNAL OF FOREST ENGINEERING, 2019, 40 (01) : 191 - 205
  • [6] Review on multi-criteria decision analysis aid in sustainable energy decision-making
    Wang, Jiang-Jiang
    Jing, You-Yin
    Zhang, Chun-Fa
    Zhao, Jun-Hong
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2009, 13 (09): : 2263 - 2278
  • [7] Application of Multi-Criteria Decision Analysis to Identify Global and Local Importance Weights of Decision Criteria
    Wieckowski, Jakub
    Kizielewicz, Bartlomiej
    Paradowski, Bartosz
    Shekhovtsov, Andrii
    Salabun, Wojciech
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2023, 22 (06) : 1867 - 1892
  • [8] Assessing the Preferences for Criteria in Multi-Criteria Decision Analysis in Treatments for Rare Diseases
    Schey, Carina
    Postma, Maarten Jacobus
    Krabbe, Paul F. M.
    Topachevskyi, Olekdandr
    Volovyk, Andrew
    Connolly, Mark
    FRONTIERS IN PUBLIC HEALTH, 2020, 8
  • [9] Stochastic Approaches for Criteria Weight Identification in Multi-criteria Decision Analysis
    Kizielewicz, Bartlomiej
    Wieckowski, Jakub
    Paradowski, Bartosz
    Shekhovtsov, Andrii
    Watrobski, Jaroslaw
    Salabun, Wojciech
    INTELLIGENT INFORMATION AND DATABASE SYSTEMS, PT I, ACIIDS 2024, 2024, 14795 : 40 - 51
  • [10] Complex sensitivity analysis in Multi-Criteria Decision Analysis: An application to the selection of an electric car
    Wieckowski, Jakub
    Watrobski, Jaroslaw
    Kizielewicz, Bartlomiej
    Salabun, Wojciech
    JOURNAL OF CLEANER PRODUCTION, 2023, 390