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    DualGCN-GE: integration of spatiotemporal representations from whole-blood expression data with dual-view graph convolution network to identify Parkinson’s disease subtypes by Wei Zhang, Zeqi Xu, Ruochen Yu, Mingfeng Jiang, Qi Dai

    Published 2025-08-01
    “…Conclusion For gene expression data of human blood samples, topological features have encoded unique information that are absent in temporal features. Using a collaborative fusion strategy, spatio-temporal representations extracted from whole blood expression data have improved accuracy and reliability in detecting PD-PACE subtypes.…”
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    Energy efficient relay selection framework for 5G communication using cognitive radio networks by S. Esakki Rajavel, Stalin Allwin Devaraj, A. Andrew Roobert, Om Prakash Kumar, Shweta Vincent

    Published 2025-05-01
    “…The proposed EERS system surpasses the performance of the compressed sensing collaborative detection (CSCD) system. MATLAB was used to evaluate and compare performance metrics such as weighted energy consumption, number of collaborative SU relays, and probability of missing detection with those of compressed sensing-based collaborative detection.…”
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    Machine Learning Methods in Customer Segmentation and Recommendation Systems by Guo Yiran

    Published 2025-01-01
    “…Case studies show that Amazon applied collaborative filtering and DBSCAN for fraud detection, improving recommendation accuracy by 12%. …”
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