教授 研究生導師 信息技術系 系主任
本科、研究生就讀於西安交通大學計算數學與軟件專業🤛🏽，於上海交通大學獲得計算機系統結構博士學位，曾赴美國紐約州立大學做訪問學者🫱🏼。畢業後就職於沐鸣娱乐👩💼，擔任“智能科學與技術”專業負責人，全校計算機基礎教學負責人。主要研究領域：自然語言處理、知識工程🪯、智能信息系統👂🏽。科研工作註重理論和實際應用相結合，研究成果在企事業單位中得到應用和推廣，社會服務效應顯著。多年來已培養研究生60余名。主持參與了國家自然科學基金項目3項、上海市重點科技攻關項目2項以及企業應用項目20余項，在國內外期刊、會議上發表研究論文40余篇，主持國家級一流本科課程1門，主編教材6本👎🏼，獲得國家專利發明3項。
主要社會任職：
中國圖學應用圖學專委會委員🌷、中國人工智能學會會員🚴🏿♀️、中國計算機學會會員🖥、上海市計算機學會NLP專委會委員、上海市計算機學會會員、上海市計算機基礎教育協會理事、上海市大學生計算機應用能力大賽評審委員會委員、國家高科技司評審專家
研究方向：
1. 面向領域的知識圖譜構建、智能問答、大語言模型應用
2. 基於深度學習的知識挖掘
3. 智能信息系統、輔助決策
講授課程👨❤️👨：
研究生: 深度學習技術、概率統計與隨機過程🤾🏻♀️、數據挖掘（英語）
本科生: 自然語言處理💷👩🏼、智能科學專業導論🥝👚、數據科學技術與應用、Python語言程序設計
近期主持的科研項目：
1.面向知識推理的電力專業知識庫構建與應用關鍵技術研究
2.基於多輪對話的電力行業問答系統關鍵技術研究
3.電力行業知識圖譜構建及智能語義查詢的關鍵技術研究
4.面向企業服務智能助手的關鍵技術研究與實現
5.基於知識獲取的企業風控預警系統
6.政務領域軟件機器人的研究與開發
7.基於大數據的智慧政務平臺關鍵技術研究與開發
8.微信推廣平臺的開發與數據分析系統
9.電商與微博產品評論傾向性分析系統的研究與開發
10.中國民族民間音樂特征和噪聲特點的知識數據庫系統的研究與應用示範
11.中國民族民間音樂知識庫系統的研究與應用
12.社會網絡中新熱點事件在線挖掘模型及關鍵技術的研究
13.珍貴歷史音頻資料修復與數字化保存系統
14.國家自然科學基金重大國際合作項目“中華民族音樂數字圖書館”
15.Web信息抽取🟪、檢索系統模型，關鍵算法的設計與實現
16.多策略的Web挖掘算法和模型的研究
17.上海物流示範平臺關鍵技術的研究
18.基於ITIL的IT運維與監控系統
19.分布式多Robot搜索引擎的研究與設計
近幾年的論著、專利🧛🏼：
1.Jie Yang, Hui Song, Bo Xu and Haoran Zhou. Dialogue State Tracking with a Dialogue-aware Slot-Level Schema Graph Approach. The 16th International Conference on Knowledge Science, Engineering and Management, KSEM 2023.
2.Bo Xu,Shizhou Huang,Ming Du,Hongya Wang,Hui Song,Yanghua Xiao,Xin Lin. A Unified Visual Prompt Tuning Framework with Mixture-of-Experts for Multimodal Information Extraction. The 28th International Conference on Database Systems for Advanced Applications, DASFAA 2023.
3.Shiyu Xu, Hui Song. A Natural Language Understanding Model Based on Encoding Fusion for Power Marketing Indicator Answering. Proceedings - 2023 2nd Asia Conference on Electrical, Power and Computer Engineering, EPCE 2023.
4.Bo Xu,Shouang Wei,Luyi Cheng,Shizhou Huang,Hui Song,Ming Du,Hongya Wang. HSimCSE: Improving Contrastive Learning of Unsupervised Sentence Representation with Adversarial Hard Positives and Dual Hard Negatives. IJCNN 2023.
5.MengMeng Gong, Haoran Zhou, Hui Song. Enhancing Response Relevance and Emotional Consistency for Dialogue Response Generation. 17th International Joint Symposium on Artificial Intelligence and Natural Language Processing, iSAI-NLP 2022 and 3rd International Conference on Artificial Intelligence and Internet of Things, AIoT 2022.
6.張洪寬, 宋暉, 徐波, 王舒怡, 基於BERT的端到端中文篇章事件抽取. 中文信息學報， 2022.12. (中文CCF B)
7.Xianglong He, Hui Song, Dong Cheng, Bo Xu, Few-Shot Relational Triple Extraction with Nearest Neighbor Matching. Proceedings of SPIE - The International Society for Optical Engineering, 2022.(EI)
8.Dong Cheng, Hui Song(B), Xianglong He, and Bo Xu. Joint Entity and Relation Extraction for Long Text, 14th International Conference of Knowledge Science, Engineering and Management, KSEM 2021. (CCF C, EI)
9.Shuyi Wang, Hui Song, Bo Xu, Hongkuan Zhang. Enhancing Embedding via Two-level Features for Machine Reading Comprehension. China Conference on Knowledge Graph and Semantic Computing. CCKS2020 (EI)
10.Longqi Dai, Bo Xu, and Hui Song. Feature-level Attention based Sentence Encoding for Neural Relation Extraction. The 8th CCF International Conference on Natural Language Processing and Chinese Computing. NLPCC2019. (CCF C, EI)
11.WanChen Yue, Xutong Liu, Hui Song. Analysis for Smart Urban Management Event Based on SARIMA and Spatiotemporal Clustering. Proceedings of the 2018 2nd international conference on Big Data Research. ICBDR 2018.（EI）
12.Xutong Liu, Hui Song, Bo Xu, Longqi Dai. Text analysis of cases description in urban management field based on knowledge atlas. Proceedings of 2nd International Conference on Computer Science and Application Engineering(ACM International Conference Proceeding Series), CSAE. 2018.（EI）
13.Xutong Liu, WanChenYue, Hui Song, Bo Xu. Text Analysis of Cases Description in Urban Management Field Based on Knowledge Atlas. 2018.
14.Chao Zhang, Hui Song, Zhenyu Liu, MiSAS: A Multi-domain Feature-level Sentiment Analysis System on Micro-blog. The 3rd International Conference on Communication and Information Processing Proceedings. 2017.(EI)
15.汪龍慶😗、張超、宋暉. 基於未登錄詞識別的微博評價短語抽取方法. 軟件工程，Vol(34):6. 2017.
16.Dechao Zhu, Huisong, A Weighted Topical Document Embedding based Clustering Method for News Text, 2016 IEEE INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE. 2016. (ISTP, EI)
17.Shan Chang, Ting Lu, Hui Song, “SmartDog: Real-time Detection of Smartphone Theft”, IEEE iThings 2016.
18.Yunjie Li, Hui Song, Applying Data Mining Techniques on Continuous Sensed Data for Daily Living Activity Recognition, Applied Mechanics & Materials, 2014, 738-739:191-196.
19.Hui Song, Jianfeng Chu, Semantic Analysis and Implicit Target Extraction of Comments from E-commerce Websites, The proceedings of 2013 4thWorld Congress on Software Engineering, 2013.
20.Hui Song, Botian Yang, Xiaoqiang Liu, Effective Comment Sentence Recognition for Feature-based Opinion Mining, 9th International Conference on Advanced Data Mining and Applications, LNAI 8347, 2013.
21.宋暉, 史南勝, 基於模式匹配與半監督學習的評價對象抽取, 計算機工程, Vol(39):10, P221-226, 2013.
22.Shan Chang, Hui Song, Li Lu, Qingsong Yao, Yong Qi, Random graph based benchmarking methodology for RFID security protocols, ICEBE2013, 2013.
23.發明專利，面向領域的中文文本主題句生成，2021
24.發明專利🏊🏼♂️，一種檢測和消除數字音頻信號中脈沖噪聲的方法. 2008.
25.發明專利，一種面向應用領域的軟件質量基準測評方法. 2007.
聯系方式🍪：
電話：021-67792289
郵箱：songhui@dhu.edu.cn
辦公室：上海市松江區人民北路2999號1號沐鸣樓233室
Hui Song
Professor, Head of Department of Information Technology
Research Areas:
1. Domain oriented knowledge map construction and intelligent question and answer
2. Knowledge mining based on deep learning
3. Intelligent information system, aided decision-making
Main Courses Taught:
Natural Language Processing, Data Science, Deep Learning technology, Probability Statistics and Stochastic Process, Data Mining
Publications:
1.Jie Yang, Hui Song, Bo Xu and Haoran Zhou. Dialogue State Tracking with a Dialogue-aware Slot-Level Schema Graph Approach. The 16th International Conference on Knowledge Science, Engineering and Management, KSEM 2023.
2.Bo Xu,Shizhou Huang,Ming Du,Hongya Wang,Hui Song,Yanghua Xiao,Xin Lin. A Unified Visual Prompt Tuning Framework with Mixture-of-Experts for Multimodal Information Extraction. The 28th International Conference on Database Systems for Advanced Applications, DASFAA 2023.
3.Shiyu Xu, Hui Song. A Natural Language Understanding Model Based on Encoding Fusion for Power Marketing Indicator Answering. Proceedings - 2023 2nd Asia Conference on Electrical, Power and Computer Engineering, EPCE 2023.
4.Bo Xu,Shouang Wei,Luyi Cheng,Shizhou Huang,Hui Song,Ming Du,Hongya Wang. HSimCSE: Improving Contrastive Learning of Unsupervised Sentence Representation with Adversarial Hard Positives and Dual Hard Negatives. IJCNN 2023.
5.MengMeng Gong, Haoran Zhou, Hui Song. Enhancing Response Relevance and Emotional Consistency for Dialogue Response Generation. 17th International Joint Symposium on Artificial Intelligence and Natural Language Processing, iSAI-NLP 2022 and 3rd International Conference on Artificial Intelligence and Internet of Things, AIoT 2022.
6.Hongkuan Zhang, Hui Song, Bo Xu, Shuyi Wang, Bert based Passage-level Event Extraction in Chinese Text. Chinese Journal of Information, 2022.12.
7.Xianglong He, Hui Song, Dong Cheng, Bo Xu, Few-Shot Relational Triple Extraction with Nearest Neighbor Matching. Proceedings of SPIE - The International Society for Optical Engineering, 2022.(EI)
8.Dong Cheng, Hui Song(B), Xianglong He, and Bo Xu. Joint Entity and Relation Extraction for Long Text, 14th International Conference of Knowledge Science, Engineering and Management, KSEM 2021. (CCF C, EI)
9.Shuyi Wang, Hui Song, Bo Xu, Hongkuan Zhang. Enhancing Embedding via Two-level Features for Machine Reading Comprehension. China Conference on Knowledge Graph and Semantic Computing. CCKS2020 (EI)
10.Longqi Dai, Bo Xu, and Hui Song. Feature-level Attention based Sentence Encoding for Neural Relation Extraction. The 8th CCF International Conference on Natural Language Processing and Chinese Computing. NLPCC2019. (CCF C, EI)
11.WanChen Yue, Xutong Liu, Hui Song. Analysis for Smart Urban Management Event Based on SARIMA and Spatiotemporal Clustering. Proceedings of the 2018 2nd international conference on Big Data Research. ICBDR 2018.（EI）
12.Xutong Liu, Hui Song, Bo Xu, Longqi Dai. Text analysis of cases description in urban management field based on knowledge atlas. Proceedings of 2nd International Conference on Computer Science and Application Engineering(ACM International Conference Proceeding Series), CSAE. 2018.（EI）
13.Xutong Liu, WanChenYue, Hui Song, Bo Xu. Text Analysis of Cases Description in Urban Management Field Based on Knowledge Atlas. 2018.
14.Chao Zhang, Hui Song, Zhenyu Liu, MiSAS: A Multi-domain Feature-level Sentiment Analysis System on Micro-blog. The 3rd International Conference on Communication and Information Processing Proceedings. 2017.(EI)
Main Research Projects:
1. Research on key technologies of power domain QA dialogue system
2. Research on key technologies of knowledge graph construction and intelligent semantic query in power domain
3. Research and implementation of key technologies of enterprise service oriented intelligent assistant
4. Enterprise risk control and warning system based on knowledge acquisition
5. Research and development of software robots in government affairs
6. Research and development of key technologies of smart government platform based on big data
7. Development and data analysis system of WeChat promotion platform
8. Research and development of e-commerce and microblog product review orientation analysis system
9. Research and application of knowledge base system of Chinese folk music
Address: Room 233, Building 1, North Renming Road, Songjiang District, Shanghai
Tel: 021-67792289
Mail: songhui@dhu.edu.cn