
Light gradient boosting
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This paper aims to enhance computational performance for behavior prediction of tri-directional functionally graded plates using ensemble learning methods such as random forest, extreme gradient boosting, and light gradient boosting machine. Furthermore, the effectiveness of these methods is verified by comparing their results with those of artificial neural networks.
11p
visarada
28-04-2025
1
1
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Dự báo bức xạ mặt trời chính xác là yếu tố kỹ thuật quan trọng trong việc tối ưu hóa hiệu suất các hệ thống điện mặt trời. Bài viết này đánh giá hiệu suất của ba mô hình học máy tiên tiến là Light Gradient Boosting Machine (LightGBM), Long Short-Term Memory (LSTM) và Gated Recurrent Unit (GRU) trong việc dự báo bức xạ mặt trời.
8p
vifilm
11-10-2024
7
2
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In this study, we aim to delineate landslide susceptibility zones within Dien Bien province, Vietnam, leveraging the capabilities of various machine learning models including Light Gradient Boosting Machine (LGBM), K-Nearest Neighbors (KNN), and Gradient Boosting (GB).
19p
viengfa
28-10-2024
4
2
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Light Gradient Boosting Machine is a new machine learning technique developed by Microsoft corporation which has been proposed in the present study to determine the CBR of stabilized expansive soils. Model performance of the ML model are evaluated by different criteria such as correlation coefficient R, root mean square error RMSE and mean absolute error MAE.
8p
viengfa
28-10-2024
4
2
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