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Zhenzhen Liu

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Open access 2026

Research on Modeling Methods for Temporal Neural Networks in QoS Prediction

Experimental results demonstrate that the proposed framework outperforms existing baseline methods in both response time and throughput prediction tasks, and the multi-task learning strategy enhances prediction accuracy while significantly improving computational efficiency.

Zhenzhen Liu · 0 citations
Open access 2026

Modeling Method and Implementation Mechanism for QoS Prediction Based on Multi-Source Data Fusion

This study integrates three types of heterogeneous information to construct a unified embedding space, achieves cross-source alignment of semantically heterogeneous data through a hierarchical architecture, introduces differentiated dynamic weight allocation among three data sources, and employs multi-source context-gu...

Zhenzhen Liu · 0 citations

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