Quantum support vector regression for predicting corrosion inhibition of drugs

This study evaluates the performance of Quantum Support Vector Regression (QSVR) in predicting material properties using limited data. Experimental results show that the QSVR model consistently produces superior prediction accuracy compared to previous conventional regression models. This improvement is especially evident in the prediction accuracy for small and complex datasets, where QSVR can better capture non-linear patterns. The superiority of QSVR in processing data with a quantum approach provides great potential in developing predictive models in materials science and computational chemistry.

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Publication Details

Journal
Journal of Multiscale Materials Informatics
Published
2024-08-29
DOI
https://doi.org/10.62411/jimat.v1i2.11427
Citations
5
Primary Topic
Corrosion Behavior and Inhibition
Type
article
Field-Weighted Citation Impact
0.59
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article

Quantum support vector regression for predicting corrosion inhibition of drugs

Muhamad Akrom, Akbar Priyo Santosa
5 citations
Journal of Multiscale Materials Informatics
Corrosion Behavior and Inhibition
0.59
article

Quantum support vector regression for predicting corrosion inhibition of drugs

Muhamad Akrom, Akbar Priyo Santosa
article en
5 citations

Abstract

This study evaluates the performance of Quantum Support Vector Regression (QSVR) in predicting material properties using limited data. Experimental results show that the QSVR model consistently produces superior prediction accuracy compared to previous conventional regression models. This improvement is especially evident in the prediction accuracy for small and complex datasets, where QSVR can better capture non-linear patterns. The superiority of QSVR in processing data with a quantum approach provides great potential in developing predictive models in materials science and computational chemistry.

Journal of Multiscale Materials InformaticsVol. 1(2)
Universitas Dian Nuswantoro (ID)
Openalex Percentile: Top 34%
Corrosion Behavior and Inhibition
0.59
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