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ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume X-5/W4-2025
https://doi.org/10.5194/isprs-annals-X-5-W4-2025-369-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/isprs-annals-X-5-W4-2025-369-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
10 Feb 2026
| 10 Feb 2026
Improving prediction of PM2.5 in Metro Manila using XGBoost with Optuna hyperparameter optimization
Roseanne V. Ramos
Department of Transdisciplinary Science and Engineering, School of Environment and Society, Institute of Science Tokyo, Meguro-ku, Tokyo 152-8550, Japan
Department of Geodetic Engineering, University of the Philippines, Diliman, Quezon City, Philippines
Alvin Christopher G. Varquez
Department of Transdisciplinary Science and Engineering, School of Environment and Society, Institute of Science Tokyo, Meguro-ku, Tokyo 152-8550, Japan
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L. A. Aporto, M. Latunio, R. V. Ramos, and A. M. Tamondong
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R. A. B. Torres, R. V. Ramos, B. A. B. Recto, A. M. Tamondong, B. J. D. Jiao, and M. G. Cayetano
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W1-2022, 729–736, https://doi.org/10.5194/isprs-annals-X-4-W1-2022-729-2023, https://doi.org/10.5194/isprs-annals-X-4-W1-2022-729-2023, 2023
B. A. B. Recto, R. A. B. Torres, R. V. Ramos, A. M. Tamondong, M. G. Cayetano, and B. J. D. Jiao
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W1-2022, 639–645, https://doi.org/10.5194/isprs-annals-X-4-W1-2022-639-2023, https://doi.org/10.5194/isprs-annals-X-4-W1-2022-639-2023, 2023
H. B. Banaag, M. S. Litana, and R. V. Ramos
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