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蔡德胜





姓    名蔡德胜

职    称教授

导师类型硕士生导师

电子邮箱caidsml@gmail.com

办公地点:1-307

研究方向:多媒体分析、数据挖掘、推荐算法,计算机视觉等

实验室主页:https://i-mac-lab.net/


(1)2025.01-2027.12 国家自然科学基金青年科学基金:面向开放域的短视频增量话题检测。主持人

(2)2021.01-2025.12 国家自然科学基金重点项目:面向领域大数据的跨媒体可解释分析与推理。参与人

(3)2015.01-2019.12 国家自然科学基金重点项目:大数据环境下复杂多媒体内容分析、推送与展示。参与人

(4)2019.06 - 2021.08 快手科技公司:多模态短视频冷启动推荐研究。执行人

(5)2021.04-2022.04 腾讯微信犀牛鸟专项:推荐场景中结合视频多模态用户行为的主题模型。执行人


代表性论文

(1)Desheng Cai, Shengsheng Qian, Quan Fang, Jun Hu, Changsheng Xu. “Adaptive Anti-Bottleneck Multi-Modal Graph Learning Network for Personalized Micro-video Recommendation.” ACM Multimedia (MM) 2022: 581-590.

(2)Desheng Cai, Shengsheng Qian, Quan Fang, Jun Hu, Changsheng Xu. “User Cold-Start Recommendation via Inductive Heterogeneous Graph Neural Network.” ACM Transactions on Information Systems (TOIS), vol. 41, pp. 1-27, 2023.

(3)Desheng Cai, Shengsheng Qian, Quan Fang, Jun Hu, Changsheng Xu. “Heterogeneous Graph Contrastive Learning Network for Personalized Micro-Video Recommendation.” EEE Transactions on Multimedia (TMM), vol. 25, pp. 2761-2773, 2023.

(4)Desheng Cai, Shengsheng Qian, Quan Fang, Changsheng Xu. “Heterogeneous Hierarchical Feature Aggregation Network for Personalized Micro-Video Recommendation.” IEEE Transactions on Multimedia (TMM), vol. 24, pp. 805-818, 2022.

(5)Desheng Cai, Gongqing Wu. “Content-aware Attributed Entity Embedding for Synonymous Named Entity Discovery.” Neurocomputing, vol. 329, pp. 237-247, 2019.

(6)Junwei Lv, Ying He, Xuegang Hu, Desheng Cai, Yuqi Chu, Jun Hu. “Dual Confidence Learning Network for Open-World Time Series Classification.”. Database Systems for Advanced Applications (DASFAA) 2022:574-589.

(7)Ying He, Gongqing Wu, Desheng Cai, Xuegang Hu. Meta-path Based Graph Contrastive Learning for Micro-video Recommendation[J]. Expert Systems with Application, 2023.

(8)Ying He, Gongqing Wu, Desheng Cai, Xuegang Hu. “Cross-View Sample-Enriched Graph Contrastive Learning Network for Personalized Micro-video Recommendation.” ACM International Conference on Multimedia Retrieval (ICMR) 2023:48-56.

(9)Ying He, Gongqing Wu, Desheng Cai, Shengjie Hu, Xianyu Bao, Xuegang Hu:Attentive Interaction-driven Entity Resolution over Multi-source Web Information. Neurocomputing 425: 266-277 (2021)


2023.6 安徽省优秀毕业生


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