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Research & Breakthroughs

17 jun 2025

Q2SAR: A Quantum Multiple Kernel Learning Approach for Drug Discovery

Alejandro Giraldo, Daniel Ruiz, Mariano Caruso , Javier Mancilla , Guido Bellomo

Quantitative Structure-Activity Relationship (QSAR) modeling is a cornerstone of computational drug discovery. This research demonstrates the successful application of a Quantum Multiple Kernel Learning (QMKL) framework to enhance QSAR classification.

6 May 2025

Quantum QSAR for drug discovery

Alejandro Giraldo, Daniel Ruiz, Mariano Caruso, Guido Bellomo

Quantitative Structure-Activity Relationship (QSAR) modeling is key in drug discovery, but classical methods face limitations when handling high-dimensional data and capturing complex molecular interactions. This research proposes enhancing QSAR techniques through Quantum Support Vector Machines (QSVMs).

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