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Titlebook: Knowledge Science, Engineering and Management; 16th International C Zhi Jin,Yuncheng Jiang,Wenjun Ma Conference proceedings 2023 The Editor

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Automatic Gaussian Bandwidth Selection for Kernel Principal Component Analysisselection method, called the criterion of the maximum sum of eigenvalues (CMSE) method and a scalable variation (SCMSE) to handle big data. Both feature high time efficiency and achieve performance better than or comparable to that of the existing methods. We conduct both simulation study and real-world data analyses to support our conclusions.
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DSEAformer: Forecasting by De-stationary Autocorrelation with Edgeboundization based on weighted moving average helps prevent overfitting. Tests on three datasets confirm that DSEAformer outperforms existing MLTF techniques. In conclusion, DSEAformer introduces innovative ideas and methods to enhance time series prediction and offers improved practical applications.
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Contextual Information Augmented Few-Shot Relation ExtractionewRel demonstrate that our method outperforms existing methods on three different few-shot relation extraction tasks. Moreover, our method also provides a new idea for both few-shot learning and data augmentation research.
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0302-9743 gineering research and applications; knowledge management systems; and emerging technologies for knowledge science, engineering and management. .978-3-031-40282-1978-3-031-40283-8Series ISSN 0302-9743 Series E-ISSN 1611-3349
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Conference proceedings 2023 and selected from 395 submissions. They were organized in topical sections as follows: knowledge science with learning and AI; knowledge engineering research and applications; knowledge management systems; and emerging technologies for knowledge science, engineering and management. .
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Lecture Notes in Computer Sciencehttp://image.papertrans.cn/k/image/544041.jpg
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