近年来主要研究领域包括：通用人工智能、数据挖掘、智能推荐、知识图谱等。

部分期刊论文列表如下：

[1]Haosen Wang, Chenglong Shi, Can Xu,Surong Yan, Rong Xie and Pan Tang. Enhancing Homophily in Heterogeneous Graph Contrastive Learning via Connection Strength and Multi-view Self-Expression[C].SIGIR 2025, Accepted,2025.4.(CCF A类).

[2]Chenglong Shi,Surong Yan*,ShuaiZhang,HaosenWang,Kwei-JayLin. Knowledge-Guided Semantically Consistent Contrastive Learning for Sequential Recommendation[J].Neural Networks,185:107191,2025.5. (CCF B类, SCI index)

[3]Haosen Wang,Pan Tang*,Linghong Zhou,Chenglong Shi,Can Xu,Pengfei Zheng,Surong Yan,Chunqi Wu.A Structure Redefined Graph Pre-training with Contrastive Prompting for Fake News Detection[J].IEEE Transactions on Computational Social Systems,online,2025.1. (CCF C类, SCI index)

[4]Surong Yan, Kwei-Jay Lin*, Haosen Wang. Toward Lightweight End-to-End Semantic Learning of on-line Human Activity Recognition for Enabling Ambient Intelligence[J].IEEE Transactions on Knowledge and Data Engineering,36(11)：7157-7170,2024.11. (CCF A类, SCI index)

[5]Jianrong Yao, Ling Jiang, Chenglong Shi,Surong Yan∗, Fake review detection with label-consistent and hierarchical-relation-aware graph contrastive learning[J].Knowledge-Based Systems,302 (2024 ) 112385,2024.(CCF C类,SCI Index)

[6]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[J].ACM Transactions on Information Systems,42(5):120:1-26,2024.9.(CCF A类, SCI index)

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

[8]Haosen Wang,Surong Yan∗, Chunqi Wu, Long Han, Linghong Zhou. Cross-View Temporal Graph Contrastive Learning for Session-Based Recommendation[J].Knowledge-Based Systems,264(2023):110304-110315,2023.3. (CCF C类,SCI Index)

[9]Surong Yan,Haosen Wang*,Yixiao Li,Chunqi Wu,Long Han,Chenglong Shi,Ruilin Guo. Metapath-Guided Dual Semantic-Aware Filtering for HIN based recommendation[J].The Journal of Supercomputing, 79(2023): 11934-11964,2023.3. (CCF C类, SCI Index)

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

[11]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[J].Journal of Intelligent & Fuzzy Systems. 42(3) :2565-2579, 2022. (SCI Index)

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

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

[14]Zhenqiu Huang , Kwei-Jay Lin*, Bo-Lung Tsai,Surong Yan, Chi-Sheng Shih. Building edge intelligence for online activity recognition in service-oriented IoT systems[J].Future Generation Computer Systems,2018, 87(2018):557-567.( CCF C类, SCI index)

[15]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[J].IEEE Transactions on Knowledge and Data Engineering, 2017, 29(10): 2086-2099.(CCF A类, SCI index).

[16]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[J].清华大学学报自然科学版，2016,56(7):793-800.

[17]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[J].Information Sciences, 318(2015):51-72. (CCF B类Index).

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

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

[20]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.