Machine learning–based regression analysis of cyclopentane and cyclohexane molecular graphs

Muhammad Irfan, Nabeela Bashir, M. Umair Shahzad, Kamal M. Othman, Abdulfattah Noorwalli, AbdulGuddoos S. A. Gaid, Esam Y. O. Zafar

Open source

DOI
10.1038/s41598-026-56736-7
Published
2026-06-16
Container
Scientific Reports
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1038/s41598-026-56736-7,
  title = {Machine learning–based regression analysis of cyclopentane and cyclohexane molecular graphs},
  author = {Muhammad Irfan and Nabeela Bashir and M. Umair Shahzad and Kamal M. Othman and Abdulfattah Noorwalli and AbdulGuddoos S. A. Gaid and Esam Y. O. Zafar},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-56736-7},
  url = {https://doi.org/10.1038/s41598-026-56736-7}
}

RIS

TY  - JOUR
TI  - Machine learning–based regression analysis of cyclopentane and cyclohexane molecular graphs
AU  - Muhammad Irfan
AU  - Nabeela Bashir
AU  - M. Umair Shahzad
AU  - Kamal M. Othman
AU  - Abdulfattah Noorwalli
AU  - AbdulGuddoos S. A. Gaid
AU  - Esam Y. O. Zafar
PY  - 2026
JO  - Scientific Reports
DO  - 10.1038/s41598-026-56736-7
UR  - https://doi.org/10.1038/s41598-026-56736-7
ER  - 

APA

Irfan, M., Bashir, N., Shahzad, M. U., Othman, K. M., Noorwalli, A., Gaid, A. S. A., & Zafar, E. Y. O. (2026). Machine learning–based regression analysis of cyclopentane and cyclohexane molecular graphs. Scientific Reports. https://doi.org/10.1038/s41598-026-56736-7

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