師資隊(duì)伍

姓    名：蔡德勝

職    稱(chēng)：副教授

導(dǎo)師類(lèi)型：碩士生導(dǎo)師

電子郵箱：caidsml@gmail.com

辦公地點(diǎn)：1-307

研究方向：多媒體分析、數(shù)據(jù)挖掘、推薦算法，計(jì)算機(jī)視覺(jué)等

實(shí)驗(yàn)室主頁(yè)：https://i-mac-lab.net/

（1）2025.01-2027.12 國(guó)家自然科學(xué)基金青年科學(xué)基金：面向開(kāi)放域的短視頻增量話(huà)題檢測(cè)。主持人

（2）2021.01-2025.12 國(guó)家自然科學(xué)基金重點(diǎn)項(xiàng)目:面向領(lǐng)域大數(shù)據(jù)的跨媒體可解釋分析與推理。參與人

（3）2015.01-2019.12 國(guó)家自然科學(xué)基金重點(diǎn)項(xiàng)目:大數(shù)據(jù)環(huán)境下復(fù)雜多媒體內(nèi)容分析、推送與展示。參與人

（4）2019.06 - 2021.08 快手科技公司:多模態(tài)短視頻冷啟動(dòng)推薦研究。執(zhí)行人

（5）2021.04-2022.04 騰訊微信犀牛鳥(niǎo)專(zhuān)項(xiàng):推薦場(chǎng)景中結(jié)合視頻多模態(tài)用戶(hù)行為的主題模型。執(zhí)行人

代表性論文

(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 安徽省優(yōu)秀畢業(yè)生