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cs.CV2024
Research on fusing topological data analysis with convolutional neural network
Yang Han, Qin Guangjun, Liu Ziyuan +3
Convolutional Neural Network (CNN) struggle to capture the multi-dimensional structural information of complex high-dimensional data, which limits their feature learning capability…
cs.LG2024★ 1 cited
LightGBM robust optimization algorithm based on topological data analysis
Han Yang, Guangjun Qin, Ziyuan Liu +2
To enhance the robustness of the Light Gradient Boosting Machine (LightGBM) algorithm for image classification, a topological data analysis (TDA)-based robustness optimization algo…