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Home/Authors/Liu Qiong

Liu Qiong

1 indexed paper

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26

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Li Zhengbo1×

Research Timeline

2026
Advanced Mathematics Learning Behavior Prediction and Academic Early Warning Model Based on Multimodal Data Analysis

The paper proposes a multimodal data analytics framework combining knowledge graphs and temporal modeling to accurately predict advanced mathematics learning difficulties and provide early academic warnings.

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Papers

cs.AIRecentMay 31, 2026

Advanced Mathematics Learning Behavior Prediction and Academic Early Warning Model Based on Multimodal Data Analysis

Liu Qiong, Li Zhengbo

The paper proposes a multimodal data analytics framework combining knowledge graphs and temporal modeling to accurately predict advanced mathematics learning difficulties and provide early academic wa…

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