Titlebook: Data Science; 9th International Co Zhiwen Yu,Qilong Han,Zeguang Lu Conference proceedings 2023 The Editor(s) (if applicable) and The Author

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Conference proceedings 2023ructure for Data Science, Machine Learning for Data Science and Multimedia Data Management and Analysis..Part II: Data-driven Healthcare, Data-driven Smart City/Planet, Social Media and Recommendation Systems and Education using big data, intelligent computing or data mining, etc..

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Construction of Software Design and Programming Practice Course in Information and Communication Engetails about software design and programming practice course construction are shown from aspects of teaching content, teaching methods, and examination methods. These course construction experiences will benefit teachers who engage in innovative practical courses in the information and communication engineering discipline.

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A Self-Attention-Based Stock Prediction Method Using Long Short-Term Memory Network Architectureson of stock prediction effects through using RNN, Bi-LSTM and Encoder and Decoder-Attention-LSTM models. The experimental task shows that the prediction accuracy of this model is improved by an order of magnitude compared with the traditional LSTM-like model, and can achieve high accuracy when the epoch is small.

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The Multisource Time Series Data Granularity Conversion Methodlarity conversion. Through experimental analysis using Beijing‘s 2022 air quality dataset, our proposed method outperforms traditional information granulation approaches, providing valuable decision-making insights for industrial system optimization and research.

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