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

Shan J, Ma X, Wang J.Dice-GAN: Generative Adversarial Network with Diversity Injection and Consistency Enhancement[J].Expert Systems with Applications,2026,.
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]//CVPR,2026.
CCF-AEI
Liu R, Wang J, Shan J.A multimodal outfit recommendation Q&A system based on LLMs and KGs[J].The Computer Journal,2026,bxag029.
CCF-B中科院四区
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
Ruichen Liu J W.一种多模态服装推荐方法:ZL202510850104.X[P].2026.
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