Selçuk Demir

An investigation of feature selection methods for soil liquefaction prediction based on tree-based ensemble algorithms using AdaBoost, gradient boosting, and XGBoost

Selçuk Demir, Emrehan Kutluğ Şahin · Neural Computing and Applications · 2022 · 189 citations

Computing, Earth Sciences, Soil Sciences +17

Predicting occurrence of liquefaction-induced lateral spreading using gradient boosting algorithms integrated with particle swarm optimization: PSO-XGBoost, PSO-LightGBM, and PSO-CatBoost

Selçuk Demir, Emrehan Kutluğ Şahin · Acta Geotechnica · 2023 · 127 citations

Computing, Computer Science, Data Science +10

Liquefaction prediction with robust machine learning algorithms (SVM, RF, and XGBoost) supported by genetic algorithm-based feature selection and parameter optimization from the perspective of data processing

Selçuk Demir, Emrehan Kutluğ Şahin · Environmental Earth Sciences · 2022 · 119 citations

Computing, Computer Science, Data Science +17

Comparison of tree-based machine learning algorithms for predicting liquefaction potential using canonical correlation forest, rotation forest, and random forest based on CPT data

Selçuk Demir, Emrehan Kutluğ Şahin · Soil Dynamics and Earthquake Engineering · 2021 · 75 citations

Computing, Computer Science, Machine Learning +10

Greedy-AutoML: A novel greedy-based stacking ensemble learning framework for assessing soil liquefaction potential

Emrehan Kutluğ Şahin, Selçuk Demir · Engineering Applications of Artificial Intelligence · 2022 · 49 citations

Computing, Earth Sciences, Geological Engineering +12