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Open access

Development of the Range of Value (ROV) Method Based on Dynamic Weighting for Decision Support Systems

Decision-making in complex environments requires an evaluation framework capable of integrating multiple criteria with different levels of importance and performance. This study proposes Dynamic-ROV, a modified Rank Order Value approach designed to evaluate alternatives through data-driven criterion weighting and utili...

Erlin Windia Ambarsari, M. Arshad, Gustian Rama Putra et al. · 0 citations
Open access Jul 2026

CAGE-QMol: A Constraint-Aware Quantum-Inspired Optimization Framework for Brain-Penetrant Multi-Target Alzheimer’s Drug Discovery

A mathematically grounded penalty selection rule for constrained drug-discovery QUBOs, a single end-to-end pipeline from raw public data to ranked, 3D-embedded leads, and reproducible head-to-head benchmarks between classical, quantum-inspired, and QAOA-simulated optimizers on a real Alzheimer’s task are contributed.

M. Arshad, David Q. Liu, Muhammad Bilal Sarwar et al. · 0 citations

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