A novel scheme for mapping of MVT-type Pb–Zn prospectivity: LightGBM, a highly efficient gradient boosting decision tree machine learning algorithm M Hajihosseinlou, A Maghsoudi, R Ghezelbash Natural Resources Research 32 (6), 2417-2438, 2023 | 52 | 2023 |
Stacking: A novel data-driven ensemble machine learning strategy for prediction and mapping of Pb-Zn prospectivity in Varcheh district, west Iran M Hajihosseinlou, A Maghsoudi, R Ghezelbash Expert Systems with Applications 237, 121668, 2024 | 49 | 2024 |
Intelligent mapping of geochemical anomalies: Adaptation of DBSCAN and mean-shift clustering approaches M Hajihosseinlou, A Maghsoudi, R Ghezelbash Journal of Geochemical Exploration 258, 107393, 2024 | 30 | 2024 |
A comprehensive evaluation of OPTICS, GMM and K-means clustering methodologies for geochemical anomaly detection connected with sample catchment basins M Hajihosseinlou, A Maghsoudi, R Ghezelbash Geochemistry, 126094, 2024 | 21 | 2024 |
Regularization in machine learning models for MVT Pb-Zn prospectivity mapping: applying lasso and elastic-net algorithms M Hajihosseinlou, A Maghsoudi, R Ghezelbash Earth Science Informatics 17 (5), 4859-4873, 2024 | 11 | 2024 |
A hybrid framework for detection of multivariate porphyry Cu signatures and anomaly enhancement: Incorporation of SFA, GMPI, and Grey Wolf Optimization M Saremi, A Maghsoudi, M Hajihosseinlou, R Ghezelbash Geochemistry 84 (4), 126207, 2024 | 2 | 2024 |
Uncertainty quantification in genetic algorithm-optimized artificial intelligence-based mineral prospectivity models: automated hyperparameter tuning for support vector … M Daviran, R Ghezelbash, M Hajihosseinlou, A Maghsoudi Modeling Earth Systems and Environment 11 (1), 1-23, 2025 | 1 | 2025 |
Density based spatial clustering of applications with noise and fuzzy C-means algorithms for unsupervised mineral prospectivity mapping R Ghezelbash, M Daviran, A Maghsoudi, M Hajihosseinlou Earth Science Informatics 18 (2), 217, 2025 | | 2025 |
Geochemical Anomaly Detection and Pattern Recognition: A Combined Study of the Apriori Algorithm, Principal Component Analysis, and Spectral Clustering M Hajihosseinlou, A Maghsoudi, R Ghezelbash Minerals 14 (12), 1202, 2024 | | 2024 |