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Titlebook: Data Science; 8th International Co Yang Wang,Guobin Zhu,Zeguang Lu Conference proceedings 2022 The Editor(s) (if applicable) and The Author

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A Preliminary Study of Interpreting CNNs Using Soft Decision Treesf feature visualization and human-labeled features, we demonstrate that the soft decision trees identify more consistent features while maintaining much higher classification performance than the normal decision tree.
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Competitions for Young Mathematiciansd other optimizations were tested after system deployment on the Lenovo cluster of the NMEFC. After optimization, a well-balanced performance of the system is obtained, and computing resources are reasonably utilized, thus laying the foundation for real-time tropical cyclone forecasting.
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A Survey of Malware Classification Methods Based on Data Flow Graphre classification methods. Their respective advantages and disadvantages are summarized as well. In addition, the future trend of the data flow graph-based malware classification method is analyzed, which is of great significance for promoting the development of malware detection technology.
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