近年来主要研究领域包括：深度学习、知识图谱、智能推荐、数据挖掘等。部分期刊论文列表如下：

[1]Surong Yan, Kwei-Jay Lin*, Haosen Wang. Toward Lightweight End-to-End Semantic Learning of on-line Human Activity Recognition for Enabling Ambient Intelligence.IEEE Transactions on Knowledge and Data Engineering.Accepted,2024.4.(CCF A类, SCI index)

[2]Surong Yan,Chenglong Shi*,Haosen Wang,Lei Cheng, Ling Jiang,Ruilin Guo, Kwei-Jay Lin*.Teach and Explore: A Multiplex Information-guided Effective and Efficient Reinforcement Learning for Sequential Recommendation.ACM Transactions on Information Systems.Accepted,2023.(CCF A类, SCI index)

[3]Surong Yan,Chongyang Li*, Haosen Wang , Bin Lin , Yixian Yuan. Feature Interactive Graph Neural Network for KG-Based Recommendation,Expert Systems With Applications,237(2024):121411,.2024.3. (SCI Index)

[4]Haosen Wang,Surong Yan∗, Chunqi Wu, Long Han, Linghong Zhou. Cross-View Temporal Graph Contrastive Learning for Session-Based Recommendation.Knowledge-Based Systems,264(2023):110304-110315,2023. (SCI Index)

[5]Surong Yan,Haosen Wang*,Yixiao Li,Chunqi Wu,Long Han,Chenglong Shi,Ruilin Guo. Metapath-Guided Dual Semantic-Aware Filtering for HIN based recommendation.The Journal of Supercomputing, 79(2023): 11934-11964,2023. (SCI Index)

[6]Surong Yan*, Kwei-Jay Lin, Xiaolin Zheng, Haosen Wang. LkeRec: Toward Lightweight End-to-End Joint Representation Learning for Building Accurate and Effective Recommendation.ACM Transactions on Information Systems, 40(3):54:1-54:28,2022.7. (CCF A类, SCI index)

[7]姚建荣,王忠义，王鲁，张哲斌，姜辉，严素蓉. A hybrid model with novel feature selection method and enhanced voting method for credit scoring.Journal of Intelligent & Fuzzy Systems. 42(3) :2565-2579, 2022. (SCI Index)

[8]Surong Yan, Haosen Wang, Yixiao Li*,Yuan Zheng, Long Han. Attention-aware Metapath-based network embedding for HIN based recommendation. Expert Systems With Applications, 174 (2021):1-12. (SCI Index)

[9]Surong Yan*, Kwei-Jay Lin, Xiaolin Zheng, Wenyu Zhang. Using Latent Knowledge to Improve Real-Time Activity Recognition for Smart IoT.IEEE Transactions on Knowledge and Data Engineering, 2020,32(3):574-587. (CCF A类, SCI index)

[10]Surong Yan*, Kay-Jay Lin, Xiaolin Zheng, Wenyu Zhang, Xiaoqin Feng.An Approach for Building Efficient and Accurate Social Recommender Systems Using Individual Relationship Networks.IEEE Transactions on Knowledge and Data Engineering, 2017, 29(10): 2086-2099.(CCF A类, SCI index).

[11]严素蓉*，冯小青,廖一星.改进的基于矩阵分解的社会化推荐模型.清华大学学报自然科学版，2016,56(7):793-800.

[12]Su-Rong Yan, Xiao-Lin Zheng*, Yan Wang, William Wei Song, Wen-Yu Zhang. A Graph-Based Comprehensive Reputation Model: Exploiting Social Context of Opinions to Enhance Trust in Social Commerce.Information Sciences, 318(2015):51-72. (SCI Index).

[13]Surong Yan, Xiaolin Zheng^(*), Deren Chen, Yan Wang, Exploiting Two-Faceted web of trust for Enhanced-quality Recommendations.Expert Systems with Applications, 2013, 40(17):7080-7095. (SCI Index)

[14]Su-Rong Yan, Xiao-Lin Zheng^(*), De-Ren Chen, Wen-Yu Zhang, User-Centric Trust and Reputation Model for Personal and Trusted Service Selection.International Journal of Intelligent Systems,2011,26(8):687-717.(SCI Index).

[15]Vilho Räisänen著,吴晓波,陈琦,严素蓉译，《服务建模:原理与应用》,浙江大学出版社,2010.