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Enhancing Multi-Criteria Decision Analysis with AI: Integrating Analytic Hierarchy Process and GPT-4 for Automated Decision Support

About

Our study presents a new framework that incorporates the Analytic Hierarchy Process (AHP) and Generative Pre-trained Transformer 4 (GPT-4) large language model (LLM), bringing novel approaches to cybersecurity Multiple-criteria Decision Making (MCDA). By utilizing the capabilities of GPT-4 autonomous agents as virtual experts, we automate the decision-making process, enhancing both efficiency and reliability. This new approach focuses on leveraging LLMs for sophisticated decision analysis, highlighting the synergy between traditional decision-making models and cutting-edge AI technologies. Our innovative methodology demonstrates significant advancements in using AI-driven agents for complex decision-making scenarios, highlighting the importance of AI in strategic cybersecurity applications. The findings reveal the transformative potential of combining AHP and LLMs, establishing a new paradigm for intelligent decision support systems in cybersecurity and beyond.

Igor Svoboda, Dmytro Lande• 2024

Related benchmarks

TaskDatasetResultRank
Consistency EvaluationDecisionBench
CR Mean0.2902
9
Multi-Criteria Decision AnalysisHotelRec H-Bus
NDCG@597.8
3
Multi-Criteria Decision AnalysisBeer-Advocate B-Cplx
NDCG@594.9
3
Multi-Criteria Decision AnalysisIMDb M-Act
NDCG@577.8
3
Multi-Criteria Decision AnalysisIMDb M-Dra
NDCG@50.777
3
Multi-Criteria Decision AnalysisHotelRec H-Fam
NDCG@591.2
3
Multi-Criteria Decision AnalysisBeer-Advocate B-Ref
NDCG@594.2
3
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