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Hesitant and uncertain linguistics based executive decision making using risk and regret aversion: Methods,
Taniya Seth1, Pranab K Muhuri1
1Department of Computer Science, South Asian University, Maidan Garhi, Rajpur Road, New Delhi-110068, India.
Global crises like pandemics challenge high-stake companies. This study introduces the THREAD model, using regret theory and fuzzy logic, to aid optimal decision-making under uncertainty and hesitancy for business resilience.
Area of Science:
- Decision Sciences
- Operations Management
- Fuzzy Logic Applications
Background:
- Global events, exemplified by the COVID-19 pandemic, significantly disrupt high-stake company operations.
- Maintaining market relevance and achieving internal goals amidst crises necessitates robust decision-making frameworks.
- Existing models may not adequately address the inherent hesitancy and risk associated with unprecedented disruptions.
Purpose of the Study:
- To introduce a novel linguistic decision-making model for high-stake companies facing operational disruptions.
- To incorporate human cognition, risk, and regret into a structured decision-making process.
- To address inherent hesitancy in decision-making using advanced fuzzy set techniques.
Main Methods:
- Development of the THREAD (Theory of Regret-based Hesitant-fuzzy linguistic decision-making) model.
- Utilizes regret theory principles to inform optimal choices.
- Employs interval type-2 fuzzy sets (IT2 FS) and hesitant fuzzy linguistic term sets for handling uncertainty and vagueness.
Main Results:
- The THREAD model provides a computational framework for decision-making under conditions of uncertainty and hesitancy.
- Demonstrates the integration of regret theory with fuzzy linguistic techniques for practical application.
- Offers a method to compute optimal decisions considering potential risks and regrets.
Conclusions:
- The THREAD model offers a valuable tool for high-stake companies to navigate complex decision-making during global crises.
- Effective decision-making in disruptive environments requires accounting for cognitive factors like regret and hesitancy.
- Fuzzy linguistic methodologies, specifically IT2 FS and hesitant fuzzy sets, are effective for modeling such complex decision problems.
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