单菁

单菁ORCID

副教授 | 软件学院

个人简介

我毕业于东北大学,获计算机软件与理论博士学位,专任教师职务。硕士生导师,中国计算机学会CCF会员,IEEE会员,辽宁省百千万人才工程-万人层次,沈阳市拔尖人才,CCF信息系统专委会执行委员。主要致力于社交网络分析、图挖掘和多模态大数据智能算法的研究工作,作为主要科研人员主持和参加多项国家自然科学基金课题的研究。主持国家自然科学基金-青年基金1项,参与辽宁省决策咨询和新型智库专项研究课题、辽宁省教育厅基金项目、辽宁省档案局科技项目等。发表学术论文20余篇,其中包括WWWJ,AAAI等国际顶级期刊和会议论文。

研究方向

自然语言处理,情感分析

Jia W, Shan J, Wang J, et al. Implicit Aspect-Based Sentiment Analysis: A Systematic Review[J]. ACM Computing Surveys, 2026, 58(10): 1-37.
中科院一区
Shan J, Cao M, Wang J. Multi-task generative dialogue summarization learning framework with topic-based data augmentation[J]. Computer Speech & Language, 2026, 101998.
中科院三区CCF-C
Shan J, Jia W, Wang J. SHARP: Structure-aware Heterogeneous Attention with Rotational Processing for Conversational Sentiment Quadruple Analysis[J]. Expert Systems with Applications, 2026, 132835.
CCF-C中科院一区
Shan J, Ma X, Wang J. Dice-GAN: Generative adversarial network with diversity injection and consistency enhancement[J]. Expert Systems with Applications, 2026, 330: 133059.
CCF-C中科院一区
Liu M, Wang J, Shan J. OmniFM: Toward Modality-Robust and Task-Agnostic Federated Learning for Heterogeneous Medical Imaging[C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2026: 21099-21109.
CCF-AEI
Lin Q, Song X, Shan J, et al. Improve Visual Grounding with Dynamic Gating and Dual Stream Attention[C]//Asia-Pacific Web (APWeb) and Web-Age Information Management (WAIM) Joint International Conference on Web and Big Data, 2025: 318-332.
CCF-CEI
单菁, 马雨龙, 王佳英. 基于多指标重排序的图像描述增强检索方法[C]//第二十二届沈阳科学学术年会论文集——自然科学, 2025: 101-107.
优秀论文
Wang W, Wang J, Shan J, et al. Multi-relational Context Learning with Cross-Attention Augmentation for Human Object Interaction Detection[C]//International Conference on Web Information Systems and Applications, 2025: 3-14.
CCF-CEI优秀论文
Liu R, Wang J, Shan J, et al. KSDF: A Knowledge-Based Sensitivity Detection Framework for Film Reviews Using Graph Convolutional Network[C]//International Conference on Web Information Systems and Applications, 2025: 41-53.
CCF-CEI
Wang J, Hao S, Shan J, et al. Visual language--let the product say what you want[C]//Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024: 23841-23843.
CCF-AEI
Tan Y, Shan J, Wang J. Multi-level supervised vision language model based steel surface defect detection[C]//Proceedings of the Third International Conference on High Performance Computing and Communication Engineering (HPCCE), 2024: 67-72.
EI
王佳英, 单菁, 马晓萱. 多模态深度学习发展前沿[M]. 辽宁人民出版社, 2024.
Wang J, Cao L, Shan J, et al. Dual Learning Model of Code Summary and Generation Based on Transformer[C]//Proceedings of the International Conference on Web Information Systems and Applications (WISA), 2024: 41-52.
CCF-CEI
Wang J, Yang H, Shan J, et al. Attention-Based Spatial-Temporal Fusion Networks for Traffic Flow Prediction[C]//Proceedings of the International Conference on Web Information Systems and Applications (WISA), 2024: 500-511.
CCF-CEI
赵梓宏, 单菁, 王佳英. 基于 RoBERTa-CNN-BiLSTM-CRF 的高中数学知识实体识别[J]. Artificial Intelligence and Robotics Research, 2024, 13: 121.
Wang J, Shan J, Santos O E, et al. High quality error-tolerant phrase mining on text corpus[J]. Expert Systems with Applications, 2021, 171: 114557.
CCF-C中科院一区
Zhai D, Shan J, Wang J, et al. Symmetry structure research of complex community from disconnection vertexes perspective[C]//Proceedings of the IEEE International Conferences on Data Science and Computational Intelligence (DSCI), 2019: 305-311.
EI
Wang J, Shan J, Li Y, et al. Text classification using scope based convolutional neural network[C]//Proceedings of the IEEE International Conferences on Data Science and Computational Intelligence (DSCI) , 2019: 402-407.
EI
单菁, 申德荣, 寇月, 等. 基于重叠社区搜索的传播热点选择方法[J]. 软件学报, 2017, 28(2): 326-340.
EI
Shan J, Shen D, Nie T, et al. Searching overlapping communities for group query[J]. World Wide Web, 2016, 19(6): 1179-1202.
CCF-B中科院四区
Shan J, Shen D, Nie T, et al. An efficient approach of overlapping communities search[C]//Proceedings of the International Conference on Database Systems for Advanced Applications (DASFAA), 2015: 374-388.
CCF-BEI最佳学生论文
Shan J, Shen D, Nie T, et al. An entity class model based correlated query path selection method in multiple domains[C]//Proceedings of the Asia-Pacific Web Conference (APWEB), 2012: 636-643.
CCF-CEI
Liu T, Shen D, Shan J, et al. A Bottom-up Approach of Web Data Extraction based on Entity Recognition and Integration[C]//Proceedings of the Web Information Systems and Applications Conference (WISA), 2011: 150-155.
CCF-CEI
Shan J, Shen D, Nie T, et al. An effective and high-quality query relaxation solution on the deep web[C]//Proceedings of the International Asia-Pacific Web Conference (APWEB), 2010: 68-74.
CCF-CEI